From d22b3b1f75ff32e943cd8944a39f5ef5063b4fdf Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 14 May 2024 11:06:13 +0000 Subject: [PATCH 01/69] initial changes to add outlier detection --- src/adler/adler.py | 69 +++++++++++++++++++++++++++++++--------------- 1 file changed, 47 insertions(+), 22 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index cdf1d09..bdd8062 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -1,6 +1,7 @@ import logging import argparse import astropy.units as u +import numpy as np from adler.dataclasses.AdlerPlanetoid import AdlerPlanetoid from adler.science.PhaseCurve import PhaseCurve @@ -22,28 +23,52 @@ def runAdler(cli_args): logger.info("Calculating phase curves...") # now let's do some phase curves! - - # get the r filter SSObject metadata - sso_r = planetoid.SSObject_in_filter("r") - - # get the RSP r filter model - pc = PhaseCurve( - abs_mag=sso_r.H * u.mag, - phase_param=sso_r.G12, - model_name="HG12_Pen16", - ) - print(pc) - print(pc.abs_mag, pc.phase_param) - - # get the r filter observations - obs_r = planetoid.observations_in_filter("r") - alpha = obs_r.phaseAngle * u.deg - red_mag = obs_r.reduced_mag * u.mag - mag_err = obs_r.magErr * u.mag - - # do a simple fit to all data - pc_fit = pc.FitModel(alpha, red_mag, mag_err) - print(pc_fit) + N_pc_fit = 5 # minimum number of data points to fit phase curve + + # # operate on each filter in turn + for filt in planetoid.filter_list: + + print("fit {} filter data".format(filt)) + + # get the filter SSObject metadata + sso = planetoid.SSObject_in_filter(filt) + + # get the LSST phase curve filter model + pc = PhaseCurve( + abs_mag=sso.H * u.mag, + phase_param=sso.G12, + model_name="HG12_Pen16", + ) + print(pc) + print(pc.abs_mag, pc.phase_param) + + # get the filter observations + obs = planetoid.observations_in_filter(filt) + alpha = obs.phaseAngle * u.deg + red_mag = obs.reduced_mag * u.mag + mag_err = obs.magErr * u.mag + + # when fitting, consider only the previous observations (not tonight's) + mjd = obs.midPointMjdTai + obs_mask = mjd < int(np.amax(mjd)) + + print("total N obs = {}".format(len(mjd))) + print("number of past obs = {}".format(sum(obs_mask))) + print("number of tonight's obs = {}".format(sum(~obs_mask))) + + if sum(obs_mask) Date: Tue, 14 May 2024 11:11:57 +0000 Subject: [PATCH 02/69] [pre-commit.ci lite] apply automatic fixes --- src/adler/adler.py | 18 +++++++----------- 1 file changed, 7 insertions(+), 11 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index bdd8062..6829d9e 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -23,16 +23,15 @@ def runAdler(cli_args): logger.info("Calculating phase curves...") # now let's do some phase curves! - N_pc_fit = 5 # minimum number of data points to fit phase curve + N_pc_fit = 5 # minimum number of data points to fit phase curve # # operate on each filter in turn for filt in planetoid.filter_list: - print("fit {} filter data".format(filt)) - + # get the filter SSObject metadata sso = planetoid.SSObject_in_filter(filt) - + # get the LSST phase curve filter model pc = PhaseCurve( abs_mag=sso.H * u.mag, @@ -41,7 +40,7 @@ def runAdler(cli_args): ) print(pc) print(pc.abs_mag, pc.phase_param) - + # get the filter observations obs = planetoid.observations_in_filter(filt) alpha = obs.phaseAngle * u.deg @@ -56,16 +55,13 @@ def runAdler(cli_args): print("number of past obs = {}".format(sum(obs_mask))) print("number of tonight's obs = {}".format(sum(~obs_mask))) - if sum(obs_mask) Date: Tue, 14 May 2024 14:20:50 +0100 Subject: [PATCH 03/69] update FitModel docs --- src/adler/science/PhaseCurve.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index cbc328a..2a2ca21 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -163,8 +163,8 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): Returns ---------- - return_value : float or array - The phasecurve model reduced magnitude at the given phase angle(s) + model_fit : object + The sbpy phasecurve model object """ From 075994e0e55dc4121b221a88481a81df1f3ace8c Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 14 May 2024 13:42:55 +0000 Subject: [PATCH 04/69] adler cli updates --- src/adler/adler.py | 20 ++++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 6829d9e..1890d60 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -23,10 +23,11 @@ def runAdler(cli_args): logger.info("Calculating phase curves...") # now let's do some phase curves! - N_pc_fit = 5 # minimum number of data points to fit phase curve + N_pc_fit = 10 # minimum number of data points to fit phase curve # # operate on each filter in turn for filt in planetoid.filter_list: + print("fit {} filter data".format(filt)) # get the filter SSObject metadata @@ -39,7 +40,8 @@ def runAdler(cli_args): model_name="HG12_Pen16", ) print(pc) - print(pc.abs_mag, pc.phase_param) + print(pc.abs_mag) + print(pc.phase_param) # get the filter observations obs = planetoid.observations_in_filter(filt) @@ -50,22 +52,32 @@ def runAdler(cli_args): # when fitting, consider only the previous observations (not tonight's) mjd = obs.midPointMjdTai obs_mask = mjd < int(np.amax(mjd)) + # also drop any past outlying observations? print("total N obs = {}".format(len(mjd))) print("number of past obs = {}".format(sum(obs_mask))) print("number of tonight's obs = {}".format(sum(~obs_mask))) if sum(obs_mask) < N_pc_fit: - # use a simple default HG phase curve model - pc = PhaseCurve(abs_mag=sso.H * u.mag, phase_param=0.15, model_name="HG") + # use an assumed value of G12 until more data is available + pc_fit = PhaseCurve(abs_mag=sso.H * u.mag, phase_param=0.62, model_name="HG12_Pen16") else: # do a simple HG12_Pen16 fit to the past data pc_fit = pc.FitModel(alpha[obs_mask], red_mag[obs_mask], mag_err[obs_mask]) + pc_fit = pc.InitModelSbpy(pc_fit) print(pc_fit) + print(pc_fit.abs_mag) + print(pc_fit.phase_param) # now check if the new observations are outlying + # also check for past observations that are outlying? + + # output results + # flag outlying observations + # output the phase curve model parameters + def main(): parser = argparse.ArgumentParser(description="Runs Adler for select planetoid(s) and given user input.") From 6e5bafd629b602bd74cebc1a14a2b634f1100a3c Mon Sep 17 00:00:00 2001 From: "pre-commit-ci-lite[bot]" <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com> Date: Wed, 15 May 2024 11:37:01 +0000 Subject: [PATCH 05/69] [pre-commit.ci lite] apply automatic fixes --- src/adler/adler.py | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index bac43a2..2207778 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -32,15 +32,14 @@ def runAdler(cli_args): logger.info("Calculating phase curves...") # now let's do some phase curves! - + # # operate on each filter in turn for filt in planetoid.filter_list: - print("fit {} filter data".format(filt)) - + # get the filter SSObject metadata sso = planetoid.SSObject_in_filter(filt) - + # get the LSST phase curve filter model pc = PhaseCurve( abs_mag=sso.H * u.mag, @@ -50,22 +49,22 @@ def runAdler(cli_args): print(pc) print(pc.abs_mag) print(pc.phase_param) - + # get the filter observations obs = planetoid.observations_in_filter(filt) alpha = obs.phaseAngle * u.deg red_mag = obs.reduced_mag * u.mag mag_err = obs.magErr * u.mag - + # when fitting, consider only the previous observations (not tonight's) mjd = obs.midPointMjdTai obs_mask = mjd < int(np.amax(mjd)) # also drop any past outlying observations? - + print("total N obs = {}".format(len(mjd))) print("number of past obs = {}".format(sum(obs_mask))) print("number of tonight's obs = {}".format(sum(~obs_mask))) - + if sum(obs_mask) < N_pc_fit: # use an assumed value of G12 until more data is available pc_fit = PhaseCurve(abs_mag=sso.H * u.mag, phase_param=0.62, model_name="HG12_Pen16") @@ -73,19 +72,20 @@ def runAdler(cli_args): # do a simple HG12_Pen16 fit to the past data pc_fit = pc.FitModel(alpha[obs_mask], red_mag[obs_mask], mag_err[obs_mask]) pc_fit = pc.InitModelSbpy(pc_fit) - + print(pc_fit) print(pc_fit.abs_mag) print(pc_fit.phase_param) - + # now check if the new observations are outlying - + # also check for past observations that are outlying? - + # output results # flag outlying observations # output the phase curve model parameters + def main(): parser = argparse.ArgumentParser(description="Runs Adler for select planetoid(s) and given user input.") From 98ef9dca24426a77f7e14cbb5ac3ab4e90e39614 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 16 May 2024 10:30:43 +0100 Subject: [PATCH 06/69] option to remove sbpy model bounds --- src/adler/science/PhaseCurve.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index 2a2ca21..32181f8 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -8,7 +8,7 @@ class PhaseCurve: Units - by default no units are set but astropy units can be passed. It is up to the user to ensure that units are correct for the relevant phasecurve model. - Attibutes + Attributes ----------- abs_mag : float Absolute magnitude, H, of the phasecurve model (often units of mag). @@ -24,9 +24,12 @@ class PhaseCurve: Label for the phasecurve model to be used. Choice of: "HG", "HG1G2", "HG12", "HG12_Pen16", "LinearPhaseFunc" + bounds: bool + Flag for using the default bounds on the sbpy model (True) or ignoring bounds (False). + """ - def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="HG"): + def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="HG", bounds=False): self.abs_mag = abs_mag self.phase_param = phase_param self.phase_param2 = phase_param2 @@ -45,6 +48,14 @@ def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="H else: print("no model selected") + # by default sbpy sets bounds + if not bounds: + model_sbpy = self.model_function + param_names = model_sbpy.param_names + for p in param_names: + x = getattr(model_sbpy, p) + setattr(x, "bounds", (None, None)) + def ReturnModelDict(self): """Return the values for the PhaseCurve class as a dict From 60b57a3da2b8ebe71745bd0970c6c9632b5af22d Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 16 May 2024 13:54:21 +0000 Subject: [PATCH 07/69] added construct_from_SQL cli option, very basic --- src/adler/adler.py | 29 ++++++++++++++++++++++-- src/adler/science/PhaseCurve.py | 21 ++++++++--------- src/adler/utilities/AdlerCLIArguments.py | 1 + 3 files changed, 38 insertions(+), 13 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 2207778..56fc275 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -26,7 +26,17 @@ def runAdler(cli_args): logger.info("Processing object {}/{}.".format(i + 1, len(ssObjectId_list))) logger.info("Ingesting all data for object {} from RSP...".format(cli_args.ssObjectId)) - planetoid = AdlerPlanetoid.construct_from_RSP(ssObjectId, cli_args.filter_list, cli_args.date_range) + if cli_args.sql_filename: + msg = "query sql database {}".format(cli_args.sql_filename) + logger.info(msg) + print(msg) + planetoid = AdlerPlanetoid.construct_from_SQL(ssObjectId, filter_list = cli_args.filter_list, date_range = cli_args.date_range, sql_filename= cli_args.sql_filename) + else: + msg = "query RSP" + logger.info(msg) + print(msg) + planetoid = AdlerPlanetoid.construct_from_RSP(ssObjectId, cli_args.filter_list, cli_args.date_range) + logger.info("Data successfully ingested.") logger.info("Calculating phase curves...") @@ -78,12 +88,20 @@ def runAdler(cli_args): print(pc_fit.phase_param) # now check if the new observations are outlying + alpha_new = alpha[~obs_mask] + red_mag_new = red_mag[~obs_mask] + mag_err_new = mag_err[~obs_mask] + + # calculate data - model residuals + res = red_mag_new - pc_fit.ReducedMag(alpha_new) + print(res) # also check for past observations that are outlying? - # output results + # output results: # flag outlying observations # output the phase curve model parameters + # make a plot? def main(): @@ -131,6 +149,13 @@ def main(): type=str, default="adler_out", ) + optional_group.add_argument( + "-i", + "--sql_filename", + help="Optional input path location of a sql database file containing observations", + type=str, + default=None, + ) args = parser.parse_args() diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index 32181f8..58a0e19 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -29,12 +29,12 @@ class PhaseCurve: """ - def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="HG", bounds=False): + def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="HG"): self.abs_mag = abs_mag self.phase_param = phase_param self.phase_param2 = phase_param2 self.model_name = model_name - + if model_name == "HG": self.model_function = HG(H=abs_mag, G=self.phase_param) elif model_name == "HG1G2": @@ -47,14 +47,13 @@ def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="H self.model_function = LinearPhaseFunc(H=abs_mag, S=self.phase_param) else: print("no model selected") + + def SetModelBounds(self,param,bound_vals = (None, None)): - # by default sbpy sets bounds - if not bounds: - model_sbpy = self.model_function - param_names = model_sbpy.param_names - for p in param_names: - x = getattr(model_sbpy, p) - setattr(x, "bounds", (None, None)) + model_sbpy = self.model_function + param_names = model_sbpy.param_names + x = getattr(model_sbpy, param) + setattr(x, "bounds", bound_vals) def ReturnModelDict(self): """Return the values for the PhaseCurve class as a dict @@ -120,7 +119,7 @@ def InitModelSbpy(self, model_sbpy): if x is None: x = getattr(model_sbpy, p).value parameters.append(x) - print(param_names, parameters) + # print(param_names, parameters) # create a PhaseCurve object with the extracted parameters model = PhaseCurve(*parameters, model_name=model_name) @@ -182,7 +181,7 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): # use the LevMarLSQFitter by default if fitter is None: fitter = LevMarLSQFitter() - print(fitter) + # print(fitter) if mag_err is not None: # fit weighted by photometric uncertainty model_fit = fitter(self.model_function, phase_angle, reduced_mag, weights=1.0 / mag_err) diff --git a/src/adler/utilities/AdlerCLIArguments.py b/src/adler/utilities/AdlerCLIArguments.py index 80e0481..e75533b 100644 --- a/src/adler/utilities/AdlerCLIArguments.py +++ b/src/adler/utilities/AdlerCLIArguments.py @@ -22,6 +22,7 @@ def __init__(self, args): self.date_range = args.date_range self.outpath = args.outpath self.db_name = args.db_name + self.sql_filename = args.sql_filename self.validate_arguments() From 886817c40d0d2902899c8a572fbcd324c1f04702 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 16 May 2024 13:54:38 +0000 Subject: [PATCH 08/69] added construct_from_SQL cli option, very basic --- src/adler/adler.py | 12 +++++++++--- src/adler/science/PhaseCurve.py | 6 +++--- 2 files changed, 12 insertions(+), 6 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 56fc275..6696eef 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -30,13 +30,19 @@ def runAdler(cli_args): msg = "query sql database {}".format(cli_args.sql_filename) logger.info(msg) print(msg) - planetoid = AdlerPlanetoid.construct_from_SQL(ssObjectId, filter_list = cli_args.filter_list, date_range = cli_args.date_range, sql_filename= cli_args.sql_filename) + planetoid = AdlerPlanetoid.construct_from_SQL( + ssObjectId, + filter_list=cli_args.filter_list, + date_range=cli_args.date_range, + sql_filename=cli_args.sql_filename, + ) else: msg = "query RSP" logger.info(msg) print(msg) - planetoid = AdlerPlanetoid.construct_from_RSP(ssObjectId, cli_args.filter_list, cli_args.date_range) - + planetoid = AdlerPlanetoid.construct_from_RSP( + ssObjectId, cli_args.filter_list, cli_args.date_range + ) logger.info("Data successfully ingested.") logger.info("Calculating phase curves...") diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index 58a0e19..f85d2ca 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -34,7 +34,7 @@ def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="H self.phase_param = phase_param self.phase_param2 = phase_param2 self.model_name = model_name - + if model_name == "HG": self.model_function = HG(H=abs_mag, G=self.phase_param) elif model_name == "HG1G2": @@ -47,8 +47,8 @@ def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="H self.model_function = LinearPhaseFunc(H=abs_mag, S=self.phase_param) else: print("no model selected") - - def SetModelBounds(self,param,bound_vals = (None, None)): + + def SetModelBounds(self, param, bound_vals=(None, None)): model_sbpy = self.model_function param_names = model_sbpy.param_names From a841c323481b2f32f962e2adadcf371f5171fcdc Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 16 May 2024 16:41:24 +0000 Subject: [PATCH 09/69] basic outlier detection --- src/adler/adler.py | 168 +++++++++++++++++++++++++++++++++------------ 1 file changed, 126 insertions(+), 42 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 6696eef..2f70194 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -2,12 +2,16 @@ import argparse import astropy.units as u import numpy as np +import pandas as pd +import os from adler.dataclasses.AdlerPlanetoid import AdlerPlanetoid from adler.science.PhaseCurve import PhaseCurve from adler.utilities.AdlerCLIArguments import AdlerCLIArguments from adler.utilities.adler_logging import setup_adler_logging from adler.utilities.readin_utilities import read_in_SSObjectID_file +from adler.utilities.plotting_utilities import plot_errorbar +import adler.utilities.science_utilities as sci_utils logger = logging.getLogger(__name__) @@ -16,6 +20,7 @@ def runAdler(cli_args): logger.info("Beginning Adler.") N_pc_fit = 10 # minimum number of data points to fit phase curve + diff_cut = 1.0 if cli_args.ssObjectId_list: ssObjectId_list = read_in_SSObjectID_file(cli_args.ssObjectId_list) @@ -56,58 +61,137 @@ def runAdler(cli_args): # get the filter SSObject metadata sso = planetoid.SSObject_in_filter(filt) - # get the LSST phase curve filter model + # get the observations + obs = planetoid.observations_in_filter(filt) + df_obs = pd.DataFrame(obs.__dict__) + df_obs["outlier"] = [False] * len(df_obs) + print(len(df_obs)) + + # load and merge the previous obs + save_file = "data/df_outlier_{}.csv".format(cli_args.ssObjectId) + if os.path.isfile(save_file): + print("load {}".format(save_file)) + _df_obs = pd.read_csv(save_file, index_col=0) + df_obs = df_obs.merge(_df_obs, on="midPointMjdTai", how="left") + df_obs = df_obs.rename({"outlier_y": "outlier"}, axis=1) + df_obs = df_obs.drop("outlier_x", axis=1) + else: + print("no previous obs to load") + + print(cli_args.date_range) + print(np.amax(df_obs["midPointMjdTai"])) + t1 = int(np.amax(df_obs["midPointMjdTai"])) + 1 + t0 = t1 - 1 + + # t_mask = (df_obs["midPointMjdTai"] Date: Thu, 16 May 2024 16:43:30 +0000 Subject: [PATCH 10/69] demo notebook --- notebooks/adler_demo/adler_demo.ipynb | 3871 +++++++++++++++++++++++++ 1 file changed, 3871 insertions(+) create mode 100644 notebooks/adler_demo/adler_demo.ipynb diff --git a/notebooks/adler_demo/adler_demo.ipynb b/notebooks/adler_demo/adler_demo.ipynb new file mode 100644 index 0000000..a82174b --- /dev/null +++ b/notebooks/adler_demo/adler_demo.ipynb @@ -0,0 +1,3871 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b7d20301-a262-4820-bb3a-7fb43e2556d6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:14.129116Z", + "iopub.status.busy": "2024-05-16T16:38:14.128827Z", + "iopub.status.idle": "2024-05-16T16:38:15.583700Z", + "shell.execute_reply": "2024-05-16T16:38:15.582986Z", + "shell.execute_reply.started": "2024-05-16T16:38:14.129097Z" + } + }, + "outputs": [], + "source": [ + "from adler.dataclasses.AdlerPlanetoid import AdlerPlanetoid\n", + "from adler.science.PhaseCurve import PhaseCurve\n", + "from adler.utilities.plotting_utilities import plot_errorbar\n", + "import adler.utilities.science_utilities as sci_utils\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import astropy.units as u" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2de26df9-d4e8-465e-9698-8db0219ebcdd", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.585255Z", + "iopub.status.busy": "2024-05-16T16:38:15.584619Z", + "iopub.status.idle": "2024-05-16T16:38:15.588002Z", + "shell.execute_reply": "2024-05-16T16:38:15.587337Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.585234Z" + } + }, + "outputs": [], + "source": [ + "# notebook to show adler searching for outlying photometry\n", + "# we could simply use the adler api to do this, but let's demo the CLI that would be running on a server" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a82c036c-e922-4316-9cd6-74119bfe2357", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.589009Z", + "iopub.status.busy": "2024-05-16T16:38:15.588798Z", + "iopub.status.idle": "2024-05-16T16:38:15.603718Z", + "shell.execute_reply": "2024-05-16T16:38:15.602882Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.588995Z" + } + }, + "outputs": [], + "source": [ + "# ssObjectId of object to analyse\n", + "ssoid1 = \"6098332225018\" # good test object\n", + "ssoid2 = \"6098332225018000\" # fake outburst object\n", + "filt = \"r\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3715f85a-1939-4ebb-894b-b262ea84865c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.604948Z", + "iopub.status.busy": "2024-05-16T16:38:15.604643Z", + "iopub.status.idle": "2024-05-16T16:38:15.765721Z", + "shell.execute_reply": "2024-05-16T16:38:15.765102Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.604930Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in u filter for this object. Skipping this filter.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in y filter for this object. Skipping this filter.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.dataclass_utilities WARNING: n unpopulated in MPCORB table for this object. Storing NaN instead.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.dataclass_utilities WARNING: uncertaintyParameter unpopulated in MPCORB table for this object. Storing NaN instead.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in u filter for this object. Skipping this filter.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in y filter for this object. Skipping this filter.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.dataclass_utilities WARNING: n unpopulated in MPCORB table for this object. Storing NaN instead.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
adler.dataclasses.dataclass_utilities WARNING: uncertaintyParameter unpopulated in MPCORB table for this object. Storing NaN instead.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# here we use an offline SQL database which contains the observations of the sso\n", + "fname = \"/home/jrob/lsst-adler/notebooks/gen_test_data/adler_demo_testing_database.db\"\n", + "planetoid1 = AdlerPlanetoid.construct_from_SQL(ssoid1, sql_filename=fname)\n", + "planetoid2 = AdlerPlanetoid.construct_from_SQL(ssoid2, sql_filename=fname)\n", + "\n", + "# or query DP0.3 directly when on RSP\n", + "# planetoid1 = AdlerPlanetoid.construct_from_RSP(ssoid1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "43d4f906-c055-4dd6-abe5-b559b3992023", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.768171Z", + "iopub.status.busy": "2024-05-16T16:38:15.767880Z", + "iopub.status.idle": "2024-05-16T16:38:15.772145Z", + "shell.execute_reply": "2024-05-16T16:38:15.771604Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.768154Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "planetoid1" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1c5be63b-295a-4ec0-959d-bc27e2e50ca1", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.773095Z", + "iopub.status.busy": "2024-05-16T16:38:15.772893Z", + "iopub.status.idle": "2024-05-16T16:38:15.808371Z", + "shell.execute_reply": "2024-05-16T16:38:15.807616Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.773080Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ssObjectId': '6098332225018',\n", + " 'filter_list': ['g', 'r', 'i', 'z'],\n", + " 'date_range': [60000.0, 67300.0],\n", + " 'observations_by_filter': [Observations(ssObjectId='6098332225018', filter_name='g', mag=array([23.27199936, 22.86400032, 22.82500076, 22.3920002 , 22.37199974,\n", + " 22.40399933, 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13.10962296, 9.6473484 , 7.31306648, 6.77684069,\n", + " 6.77636003, 6.49736929, 5.57049704, 2.05439258, 2.38812828,\n", + " 3.02149987, 3.02221942, 3.24183059, 9.08185101, 10.25417137,\n", + " 10.48567963, 10.53646088, 10.97200394, 11.40094662, 14.77258205,\n", + " 15.43371582, 15.58733368, 16.04937172, 1.40012586, 14.47751141,\n", + " 12.65690136, 10.62050247, 10.62029552, 10.15837574, 9.67217731,\n", + " 9.18571949, 8.67337227, 3.750283 , 3.49747109, 0.75847954,\n", + " 16.98861122, 12.92946529, 9.72021008, 2.0016675 , 9.57198048,\n", + " 16.24234962, 14.75498104, 14.58611488, 14.27692699, 16.99080849,\n", + " 17.01998138, 7.94613266, 7.31855869, 5.2593255 , 4.94476366,\n", + " 1.8792932 , 2.53484249, 2.80109596, 15.77196503, 15.68562889,\n", + " 15.15732098, 9.37018776, 9.83987236, 10.32171535, 10.59236145,\n", + " 12.76241493, 9.40866947, 3.20645237, 3.20616579, 2.42027688,\n", + " 2.42018342, 2.1235435 , 2.30921698, 4.05384207, 4.7680378 ,\n", + " 20.1772213 , 9.47821426, 12.04888439, 12.04944324, 20.25110435,\n", + " 12.677701 , 12.95488358, 20.17564964, 19.92679787, 18.93005943,\n", + " 4.32937336, 3.37728405, 2.82909703, 15.85027313, 6.60770798,\n", + " 9.00492477, 4.98381615, 4.98306227, 6.45685387, 7.61688757,\n", + " 8.01620865, 8.44636059, 1.92292535, 2.82693219]), topocentricDist=array([3.69908285, 3.64459181, 3.58940983, 3.4773252 , 3.30779195,\n", + " 3.26439404, 3.22276735, 3.22276092, 3.2092824 , 2.62824917,\n", + " 2.71794486, 2.71795011, 2.75302553, 2.75303173, 2.94379282,\n", + " 2.93169284, 2.86075163, 2.45545268, 2.63516569, 2.62388873,\n", + " 2.62387919, 2.61846352, 2.60254073, 2.5714004 , 2.57380414,\n", + " 2.57925677, 2.57926393, 2.58146024, 2.70151806, 2.74469399,\n", + " 2.75429702, 2.75642586, 2.77577567, 2.79640365, 3.05200648,\n", + " 3.14786983, 3.17678308, 3.57385349, 2.36209679, 3.01204729,\n", + " 2.86675119, 2.76276207, 2.76275325, 2.74424171, 2.72632146,\n", + " 2.70984197, 2.69391584, 2.59831548, 2.59570122, 2.57971454,\n", + " 3.18263817, 2.88953781, 2.2569015 , 2.17874646, 2.3143878 ,\n", + " 2.96888423, 2.80629849, 2.79301691, 2.77021885, 3.16912508,\n", + " 3.19667053, 2.51981878, 2.50731754, 2.47582579, 2.47220182,\n", + " 2.45611405, 2.46191669, 2.46446633, 3.03618789, 3.02245188,\n", + " 2.95122719, 2.59733868, 2.6137352 , 2.63190508, 2.64273095,\n", + " 1.96810246, 1.9008733 , 1.84469807, 1.84469724, 1.84305227,\n", + " 1.84305215, 1.84340286, 1.84602213, 1.85921097, 1.86582589,\n", + " 2.82602191, 1.93489814, 1.99690247, 1.99691808, 2.68215156,\n", + " 2.01565504, 2.02447462, 2.62612104, 2.53919172, 2.37369037,\n", + " 2.14666915, 2.14221191, 2.1407268 , 2.17824745, 1.78615081,\n", + " 1.81666493, 1.77158689, 1.77158129, 1.78632426, 1.79967606,\n", + " 1.80487537, 1.98500192, 1.94504213, 1.95163858]), heliocentricDist=array([3.5212903 , 3.52403688, 3.52672935, 3.53197241, 3.53947282,\n", + " 3.54133368, 3.54310393, 3.54310417, 3.54367518, 3.31314421,\n", + " 3.30375504, 3.30375457, 3.30026245, 3.30026197, 3.55491567,\n", + " 3.55543995, 3.55857396, 3.33525324, 3.57048821, 3.57130647,\n", + " 3.57130718, 3.57172179, 3.57305002, 3.58225226, 3.58261395,\n", + " 3.58329606, 3.58329678, 3.58353329, 3.5897305 , 3.59101987,\n", + " 3.59127903, 3.59133506, 3.5918293 , 3.59232426, 3.59678745,\n", + " 3.59796286, 3.59828019, 3.60128093, 3.37073302, 3.58467913,\n", + " 3.58771682, 3.58992362, 3.58992386, 3.59032965, 3.59072924,\n", + " 3.59110403, 3.59147429, 3.59415197, 3.59425879, 3.59537959,\n", + " 3.45002651, 3.5964694 , 3.14488339, 3.17776608, 3.21688986,\n", + " 3.39489985, 3.40830684, 3.40945315, 3.41144872, 3.37905955,\n", + " 3.37688422, 3.4387033 , 3.44075704, 3.44720364, 3.44816256,\n", + " 3.46343732, 3.46607137, 3.46695662, 3.51454115, 3.51384807,\n", + " 3.51014614, 3.48635888, 3.48785925, 3.48943663, 3.49034047,\n", + " 2.80195546, 2.80967712, 2.82366419, 2.8236649 , 2.8261764 ,\n", + " 2.82617664, 2.82806277, 2.83064365, 2.83606577, 2.83788466,\n", + " 2.92794347, 2.85008264, 2.85776234, 2.85776401, 2.91644955,\n", + " 2.85983634, 2.86078405, 2.91201425, 2.90514398, 2.89194465,\n", + " 3.123564 , 3.12762141, 3.13020611, 2.8786943 , 2.73601842,\n", + " 2.73598957, 2.73614454, 2.73614478, 2.73907852, 2.73962903,\n", + " 2.73983264, 2.90584707, 2.93335533, 2.93688917]), reduced_mag=array([17.18602078, 17.1005524 , 17.19602429, 17.12868771, 17.12261632,\n", + " 17.15215192, 17.09393573, 17.17994036, 17.12469012, 17.17046646,\n", + " 17.17375813, 17.17675451, 17.18620705, 17.15020127, 17.10931746,\n", + " 17.12594053, 17.07921928, 16.9396986 , 16.86932185, 16.82513734,\n", + " 16.79514411, 16.81738013, 16.72681709, 16.55437008, 16.52812175,\n", + " 16.63911405, 16.57510651, 16.58511595, 16.88765054, 16.91944179,\n", + " 16.94770018, 16.99498837, 16.95350023, 17.05112387, 17.19349878,\n", + " 17.13563294, 17.11058637, 17.25003161, 16.48289065, 17.08743934,\n", + " 17.04395875, 17.0418567 , 16.93486314, 16.94421722, 16.82920235,\n", + " 16.83813958, 16.8867166 , 16.65255813, 16.59167977, 16.40541858,\n", + " 17.14795134, 17.04347705, 16.94341364, 16.53035725, 16.90963749,\n", + " 17.06189933, 17.22863722, 17.09420941, 17.09273468, 17.17032411,\n", + " 17.21592973, 16.84617978, 16.83768347, 16.757065 , 16.77964229,\n", + " 16.47322043, 16.59144548, 16.6026432 , 17.17901332, 17.1262881 ,\n", + " 17.06836125, 16.87449703, 16.93389711, 16.8928725 , 17.06439622,\n", + " 17.04645506, 16.90595269, 16.61230745, 16.63130889, 16.55031619,\n", + " 16.56531554, 16.54045294, 16.55438994, 16.66677557, 16.72167032,\n", + " 17.29930943, 16.91742221, 17.00708475, 17.01206757, 17.31531068,\n", + " 17.01621275, 17.03401251, 17.29945788, 17.22068369, 17.30992981,\n", + " 16.68192155, 16.62861774, 16.58832895, 17.10748605, 16.79381461,\n", + " 16.90105307, 16.70449249, 16.72649853, 16.77317677, 16.84657033,\n", + " 16.83314458, 16.89283152, 16.50753112, 16.57656527]), num_obs=109),\n", + " Observations(ssObjectId='6098332225018', filter_name='i', mag=array([22.5720005 , 22.52899933, 22.52099991, 22.30699921, 22.30699921,\n", + " 22.09399986, 21.60499954, 22.15200043, 22.18499947, 21.90699959,\n", + " 21.86400032, 21.37899971, 21.59900093, 21.54800034, 21.2670002 ,\n", + " 21.71899986, 21.63599968, 21.79299927, 21.72200012, 21.98600006,\n", + " 22.00900078, 22.20700073, 22.5720005 , 21.95100021, 22.06399918,\n", + " 22.04299927, 21.66900063, 21.76000023, 21.56100082, 21.14500046,\n", + " 21.21699905, 21.28300095, 22.42300034, 22.02599907, 22.28499985,\n", + " 22.36000061, 21.09300041, 21.09900093, 20.62100029, 20.72100067,\n", + " 22.08399963, 21.86199951, 22.29000092, 22.26399994, 21.69400024,\n", + " 21.6079998 , 21.25499916, 21.29999924, 21.04899979, 21.18600082,\n", + " 22.2140007 , 22.22699928, 21.45199966, 21.93199921, 21.59199905,\n", + " 21.98999977, 21.62700081, 21.54199982, 21.90999985, 20.6439991 ,\n", + " 20.65699959, 20.68400002, 20.91699982, 20.13899994, 20.08699989,\n", + " 20.10400009, 20.17399979, 21.92099953, 20.45700073, 21.77700043,\n", + " 20.52099991, 21.62899971, 20.74399948, 21.62100029, 21.4640007 ,\n", + " 21.59600067, 20.8579998 , 20.89500046, 21.48399925, 20.98399925,\n", + " 21.01099968, 21.33499908, 21.36800003, 21.14800072, 20.71199989,\n", + " 20.64299965, 20.57500076, 21.01000023, 20.25200081, 19.86899948,\n", + " 19.79400063, 20.21199989, 20.54599953, 20.47999954, 20.43799973,\n", + " 20.64299965, 20.53300095, 20.43600082, 20.64299965]), magErr=array([0.086, 0.075, 0.127, 0.068, 0.061, 0.063, 0.04 , 0.078, 0.083,\n", + " 0.04 , 0.05 , 0.025, 0.05 , 0.029, 0.021, 0.048, 0.071, 0.043,\n", + " 0.067, 0.059, 0.089, 0.115, 0.087, 0.091, 0.114, 0.11 , 0.06 ,\n", + " 0.059, 0.046, 0.03 , 0.042, 0.04 , 0.096, 0.051, 0.076, 0.075,\n", + " 0.017, 0.017, 0.013, 0.021, 0.074, 0.042, 0.069, 0.107, 0.065,\n", + " 0.042, 0.029, 0.038, 0.031, 0.072, 0.057, 0.105, 0.035, 0.059,\n", + " 0.037, 0.051, 0.033, 0.047, 0.154, 0.014, 0.026, 0.022, 0.018,\n", + " 0.026, 0.016, 0.011, 0.01 , 0.063, 0.025, 0.065, 0.017, 0.04 ,\n", + " 0.021, 0.05 , 0.069, 0.034, 0.024, 0.025, 0.062, 0.036, 0.04 ,\n", + " 0.036, 0.034, 0.028, 0.019, 0.017, 0.017, 0.04 , 0.017, 0.013,\n", + " 0.024, 0.021, 0.025, 0.044, 0.045, 0.024, 0.044, 0.033, 0.042]), midPointMjdTai=array([61469.39628, 61473.38839, 61477.3861 , 61503.37574, 61503.3762 ,\n", + " 61513.32019, 63316.26713, 61517.36405, 61517.36353, 61531.32905,\n", + " 61539.2628 , 63335.36783, 61552.33835, 61559.21829, 63341.35749,\n", + " 61608.16461, 61610.22748, 61618.19543, 61620.18981, 61626.15247,\n", + " 61641.15692, 61650.10594, 61671.04784, 63851.11994, 63854.10194,\n", + " 63856.10677, 63823.23204, 63821.23205, 63812.04007, 63793.23772,\n", + " 63785.28804, 63785.28714, 63447.06157, 63744.30364, 63443.08738,\n", + " 63443.07881, 61119.26606, 61120.33203, 61145.25427, 61156.1725 ,\n", + " 62074.08116, 62060.01045, 62089.02492, 62091.01472, 62049.02236,\n", + " 62039.04983, 62021.14241, 62020.15467, 62003.24735, 61993.17572,\n", + " 61939.38626, 61940.35303, 61982.21915, 61952.31955, 61976.23064,\n", + " 61953.40161, 61973.3358 , 61972.41269, 63046.98087, 62883.31564,\n", + " 62881.36395, 62881.29499, 62867.33437, 62908.2112 , 62909.17973,\n", + " 62910.24862, 62924.21265, 63019.97406, 62936.10146, 63011.96248,\n", + " 62939.17458, 63002.00246, 62950.13625, 62999.99803, 60275.02232,\n", + " 62995.99652, 62955.99941, 62955.99986, 62991.97653, 62964.99278,\n", + " 62965.01799, 62980.98073, 62979.97248, 62971.00775, 60236.13065,\n", + " 60233.1292 , 60231.21681, 62494.12726, 60666.256 , 60682.21095,\n", + " 60691.2837 , 60706.15284, 62470.10356, 60719.02875, 60719.02965,\n", + " 60727.14736, 62463.15734, 62436.20717, 62424.25293]), ra=array([272.4065813, 273.3091838, 274.1602426, 278.2124107, 278.2124507,\n", + " 278.9739061, 235.542939 , 279.1435974, 279.1435841, 279.0768024,\n", + " 278.5803781, 233.9361362, 277.0822233, 275.9974984, 233.0654051,\n", + " 266.8417785, 266.5658736, 265.6824841, 265.5090556, 265.1106094,\n", + " 264.9122334, 265.3289723, 267.7179619, 286.3237227, 286.3797105,\n", + " 286.4420005, 287.9582544, 288.2176882, 289.61111 , 293.1513226,\n", + " 294.7244376, 294.7246136, 224.3938397, 300.1566509, 223.9052076,\n", + " 223.9042342, 208.0741618, 207.9325808, 203.6544104, 201.6276106,\n", + " 324.5671596, 324.0558204, 326.0988561, 326.3722779, 324.3365452,\n", + " 325.1003527, 327.5189926, 327.6823699, 330.7120726, 332.51724 ,\n", + " 336.5665091, 336.6031097, 334.2499107, 336.7163249, 335.0396837,\n", + " 336.6947686, 335.3727338, 335.4716919, 159.4208235, 155.1413364,\n", + " 155.326406 , 155.3330062, 156.001207 , 151.2349349, 151.0448303,\n", + " 150.8329327, 148.0761526, 152.0532344, 146.0600607, 150.1801583,\n", + " 145.6306946, 148.1197537, 144.4969059, 147.7459571, 5.6634132,\n", + " 147.0443984, 144.1716587, 144.1716471, 146.4027642, 144.0665953,\n", + " 144.0668206, 145.0065568, 144.9072949, 144.2566393, 9.4021043,\n", + " 9.9344519, 10.2815324, 35.679456 , 117.7888287, 114.6370831,\n", + " 112.6211943, 109.6094018, 37.5557401, 107.8128665, 107.8127826,\n", + " 107.2144364, 38.6752333, 44.0092978, 46.0561 ]), dec=array([-24.2347287, -24.1899637, -24.1405744, -23.7668149, -23.7668056,\n", + " -23.6281843, -23.6097864, -23.5760746, -23.5760692, -23.4196491,\n", + " -23.3469057, -23.3242326, -23.2417603, -23.186938 , -23.1213708,\n", + " -22.5865783, -22.5572489, -22.4507036, -22.4261059, -22.358541 ,\n", + " -22.2324391, -22.1861774, -22.1252679, -19.7516702, -19.7513987,\n", + " -19.749039 , -19.5841369, -19.5614189, -19.4415563, -19.1413893,\n", + " -19.0124159, -19.0123875, -18.8631473, -18.8204295, -18.8090601,\n", + " -18.8089699, -17.5391683, -17.5005891, -15.9658034, -15.0461755,\n", + " -8.9776111, -8.8724772, -8.744241 , -8.6867872, -8.5760091,\n", + " -8.1614895, -7.1605198, -7.0996458, -6.063596 , -5.5267721,\n", + " -5.3714331, -5.3299662, -5.0881061, -4.9425406, -4.9287717,\n", + " -4.9194733, -4.8743632, -4.860194 , 4.3648123, 4.7691026,\n", + " 4.7736312, 4.7739631, 5.0823409, 5.4745662, 5.5255416,\n", + " 5.5832825, 6.432329 , 6.7642715, 7.1762743, 7.2977382,\n", + " 7.3547358, 7.8296231, 7.9055099, 7.9180526, 8.0018724,\n", + " 8.0753155, 8.1301029, 8.1301064, 8.2069806, 8.3636926,\n", + " 8.3641637, 8.4269719, 8.4365213, 8.4412101, 10.7074091,\n", + " 10.9755315, 11.1451137, 17.5535277, 18.7002347, 18.7333121,\n", + " 18.803505 , 18.9290006, 18.9954547, 19.0051103, 19.0051233,\n", + " 19.0261692, 19.5561238, 21.6361046, 22.2433635]), phaseAngle=array([15.53799915, 15.8043375 , 16.02435493, 16.13571358, 16.13569069,\n", + " 15.46939278, 14.106987 , 15.07172775, 15.07178593, 13.10509872,\n", + " 11.57000256, 9.64050007, 8.41904163, 6.49014473, 7.90141058,\n", + " 8.5553093 , 9.08806896, 10.97736168, 11.40610123, 12.57663822,\n", + " 14.7753067 , 15.58913326, 16.17889595, 14.48064899, 14.83001518,\n", + " 15.04182148, 9.1919508 , 8.67985821, 6.14145947, 0.75601465,\n", + " 2.4323802 , 2.43265772, 16.98924255, 12.92516422, 16.86805534,\n", + " 16.86769676, 10.04792118, 9.72770596, 1.99757969, 3.57940388,\n", + " 16.24028969, 14.58791637, 16.99107552, 17.01980782, 12.61520004,\n", + " 10.32304955, 5.25192928, 4.95235395, 1.87525105, 4.54851389,\n", + " 15.76974201, 15.68332291, 7.75105238, 14.25240135, 9.36392784,\n", + " 14.08918476, 10.09377193, 10.31894875, 17.56256294, 12.75479889,\n", + " 13.3475647 , 13.36851692, 16.93728256, 3.8814199 , 3.54845047,\n", + " 3.19854784, 4.04534721, 19.86941719, 8.38896942, 20.17699432,\n", + " 9.46986103, 20.25148582, 12.96187687, 20.22046852, 15.43945026,\n", + " 20.10900497, 14.55307579, 14.55319118, 19.92743301, 16.59164238,\n", + " 16.5968132 , 19.04093742, 18.92877197, 17.68518829, 4.33733749,\n", + " 3.38460159, 2.83559179, 15.85573483, 8.99570656, 2.52031207,\n", + " 1.98240268, 8.02587032, 8.78563309, 12.65707111, 12.6573658 ,\n", + " 15.07776737, 6.24200439, 4.99911261, 9.24659634]), topocentricDist=array([3.6989367 , 3.64472961, 3.58956718, 3.22240925, 3.22240257,\n", + " 3.08570576, 2.62797546, 3.03211093, 3.03211784, 2.86046338,\n", + " 2.77552891, 2.45528364, 2.66220927, 2.61832762, 2.41709399,\n", + " 2.68476129, 2.70172524, 2.7760222 , 2.79666042, 2.86269403,\n", + " 3.05233312, 3.17713261, 3.48496437, 3.01236749, 3.05139041,\n", + " 3.07813168, 2.71004534, 2.69410968, 2.63325286, 2.57970905,\n", + " 2.58763361, 2.58763552, 3.18300605, 2.88925385, 3.12305093,\n", + " 3.12292099, 2.26399446, 2.25705504, 2.178756 , 2.19963384,\n", + " 2.96857071, 2.79315114, 3.16929197, 3.19649768, 2.67313218,\n", + " 2.58231449, 2.47573829, 2.47228408, 2.45607924, 2.48571277,\n", + " 3.03584027, 3.02210832, 2.54950833, 2.85955429, 2.59712982,\n", + " 2.84567118, 2.62311888, 2.6317997 , 3.31152868, 1.96791339,\n", + " 1.98357117, 1.98413646, 2.11626077, 1.84725547, 1.84588253,\n", + " 1.84467447, 1.85913706, 2.94112968, 1.91448724, 2.82617712,\n", + " 1.93473065, 2.68249393, 2.02469778, 2.65367222, 2.40743971,\n", + " 2.59639764, 2.08291888, 2.08292341, 2.53934312, 2.18336344,\n", + " 2.18365979, 2.38712144, 2.37354565, 2.25679207, 2.14671373,\n", + " 2.14223552, 2.14074016, 2.17848873, 1.81652665, 1.7578696 ,\n", + " 1.75660443, 1.80500281, 1.98983133, 1.89293289, 1.89294028,\n", + " 1.96652663, 1.9599992 , 1.97268426, 2.04346132]), heliocentricDist=array([3.52129769, 3.52403021, 3.52672195, 3.54311895, 3.54311943,\n", + " 3.54888201, 3.31317401, 3.55114341, 3.55114317, 3.55858684,\n", + " 3.5625608 , 3.3352809 , 3.56870413, 3.57173228, 3.34208202,\n", + " 3.58916235, 3.58973718, 3.59183526, 3.59233022, 3.59373641,\n", + " 3.59679174, 3.59828401, 3.60080838, 3.58467245, 3.58384681,\n", + " 3.58327675, 3.59109926, 3.59147 , 3.59301686, 3.59538198,\n", + " 3.59605694, 3.59605694, 3.45004821, 3.59647083, 3.44644403,\n", + " 3.44643641, 3.14343572, 3.14485097, 3.17779803, 3.19211936,\n", + " 3.39492464, 3.40944147, 3.37904644, 3.37689781, 3.42047501,\n", + " 3.43025231, 3.44722581, 3.44813991, 3.4634161 , 3.47217894,\n", + " 3.51452351, 3.5138309 , 3.48141956, 3.50504494, 3.48633957,\n", + " 3.50423121, 3.48868442, 3.48942757, 2.96991634, 2.80197358,\n", + " 2.8005147 , 2.80046344, 2.79050565, 2.82194304, 2.8227694 ,\n", + " 2.82368541, 2.83604407, 2.93734622, 2.84711814, 2.9279561 ,\n", + " 2.85005975, 2.91647673, 2.86080766, 2.91419411, 3.07099462,\n", + " 2.90966582, 2.86671448, 2.86671495, 2.9051559 , 2.87597919,\n", + " 2.87600541, 2.89302897, 2.89193296, 2.88230872, 3.12353182,\n", + " 3.12758946, 3.13017392, 2.87866926, 2.73598933, 2.73649573,\n", + " 2.73739886, 2.73983741, 2.90478134, 2.74290299, 2.74290323,\n", + " 2.74528623, 2.91261387, 2.94405413, 2.95847845]), reduced_mag=array([16.9981023 , 16.98547464, 17.00893337, 17.01916706, 17.01917127,\n", + " 16.89676951, 16.90567178, 16.99143394, 17.02442818, 16.86842979,\n", + " 16.88846012, 16.81282928, 16.71023726, 16.69348591, 16.73044698,\n", + " 16.79950596, 16.70248051, 16.79930255, 16.71192018, 16.9243943 ,\n", + " 16.80626467, 16.91634683, 17.07900874, 16.78421306, 16.8697631 ,\n", + " 16.83016154, 16.72798079, 16.83156265, 16.68124172, 16.30842163,\n", + " 16.37335234, 16.43935263, 17.2196872 , 16.94268785, 17.12524836,\n", + " 17.20034428, 16.8316007 , 16.84328983, 16.41932585, 16.4888531 ,\n", + " 17.06711195, 16.96811113, 17.14121886, 17.09803838, 16.88846597,\n", + " 16.87132381, 16.59912683, 16.64658298, 16.40026455, 16.50573562,\n", + " 17.07327385, 17.09654486, 16.71093566, 16.92703952, 16.80768233,\n", + " 16.99611243, 16.81960252, 16.72696471, 16.94613616, 16.93664902,\n", + " 16.93357137, 16.95999279, 17.06073938, 16.55362391, 16.50260258,\n", + " 16.52031986, 16.56387787, 17.23865296, 16.77471091, 17.18818074,\n", + " 16.81362753, 17.1620134 , 16.92975515, 17.17917152, 17.11982833,\n", + " 17.20492908, 16.97771582, 17.01471139, 17.1445451 , 16.99444039,\n", + " 17.0211263 , 17.1388626 , 17.18507098, 17.0818405 , 16.57989955,\n", + " 16.51261486, 16.44433864, 17.02326479, 16.77021994, 16.45809232,\n", + " 16.38394034, 16.74098653, 16.73635097, 16.90327121, 16.86126273,\n", + " 16.98156234, 16.75030691, 16.61598397, 16.73582549]), num_obs=99),\n", + " Observations(ssObjectId='6098332225018', filter_name='z', mag=array([22.12800026, 22.2689991 , 21.69400024, 22.26499939, 22.12999916,\n", + " 21.39100075, 21.76000023, 21.80900002, 21.70000076, 21.53800011,\n", + " 21.63899994, 21.77099991, 21.78000069, 21.92000008, 21.99900055,\n", + " 22.04000092, 22.43899918, 22.34700012, 22.81500053, 22.02000046,\n", + " 21.82600021, 21.57999992, 21.16200066, 21.33600044, 21.32299995,\n", + " 21.27300072, 22.28199959, 22.54299927, 20.95700073, 20.91900063,\n", + " 20.99600029, 22.21800041, 21.48900032, 22.09000015, 22.3920002 ,\n", + " 21.76399994, 21.71199989, 21.55599976, 21.23800087, 21.29199982,\n", + " 21.32699966, 21.2159996 , 21.41500092, 22.19799995, 22.05599976,\n", + " 22.04400063, 21.30400085, 21.41200066, 22.15999985, 22.00499916,\n", + " 21.92399979, 20.70100021, 20.625 , 20.88299942, 20.21100044,\n", + " 20.12599945, 20.11400032, 20.24699974, 21.70700073, 21.87400055,\n", + " 20.4090004 , 20.44000053, 20.44199944, 21.41900063, 20.76099968,\n", + " 20.92200089, 21.0189991 , 21.14900017, 21.04899979, 21.15800095,\n", + " 20.79500008, 20.56500053, 20.53800011, 20.47200012, 20.43600082]), magErr=array([0.083 , 0.108 , 0.092 , 0.1 , 0.093 ,\n", + " 0.074 , 0.079 , 0.061 , 0.069 , 0.075 ,\n", + " 0.15700001, 0.066 , 0.107 , 0.066 , 0.126 ,\n", + " 0.12 , 0.192 , 0.13600001, 0.25 , 0.175 ,\n", + " 0.08 , 0.068 , 0.053 , 0.061 , 0.056 ,\n", + " 0.069 , 0.15000001, 0.212 , 0.031 , 0.036 ,\n", + " 0.034 , 0.186 , 0.059 , 0.092 , 0.13699999,\n", + " 0.1 , 0.091 , 0.055 , 0.079 , 0.075 ,\n", + " 0.064 , 0.074 , 0.074 , 0.13699999, 0.118 ,\n", + " 0.125 , 0.059 , 0.054 , 0.12 , 0.104 ,\n", + " 0.111 , 0.036 , 0.032 , 0.028 , 0.028 ,\n", + " 0.03 , 0.016 , 0.019 , 0.17 , 0.094 ,\n", + " 0.036 , 0.028 , 0.028 , 0.083 , 0.052 ,\n", + " 0.047 , 0.13600001, 0.14 , 0.052 , 0.042 ,\n", + " 0.03 , 0.043 , 0.051 , 0.042 , 0.041 ]), midPointMjdTai=array([61513.34455, 61514.30804, 63317.33065, 61517.33782, 61517.33829,\n", + " 63324.40061, 61539.2873 , 61542.25334, 61552.36243, 61597.23347,\n", + " 61607.29428, 61608.18868, 61612.234 , 61626.12831, 61627.17161,\n", + " 61632.13576, 61661.07994, 61671.07195, 61687.05224, 63854.12604,\n", + " 63822.16979, 63812.06452, 63794.25167, 63786.25198, 63785.31204,\n", + " 63785.31114, 63443.10264, 63437.07215, 61125.30524, 61128.29967,\n", + " 61168.1794 , 61246.0694 , 61193.08215, 62076.03037, 62086.04754,\n", + " 62050.13853, 62049.04645, 62039.07376, 62023.28098, 62020.28578,\n", + " 62020.05685, 62020.05596, 61993.19972, 61938.39675, 61938.40013,\n", + " 61938.41148, 61987.2499 , 61986.24137, 61952.34347, 61953.37736,\n", + " 61956.35182, 62881.35409, 62881.27395, 62867.34565, 62902.35821,\n", + " 62908.18742, 62909.20337, 62927.16605, 63020.95048, 63019.99778,\n", + " 62936.12521, 62937.12214, 62937.12259, 60275.03539, 62955.98866,\n", + " 62955.9891 , 62964.01465, 62964.20957, 62965.14468, 62971.03147,\n", + " 60240.14187, 62470.12728, 60719.04036, 60719.04126, 62436.23095]), ra=array([278.9750655, 279.0230794, 235.5050704, 279.1428947, 279.1429017,\n", + " 235.0955983, 278.5782212, 278.3096427, 277.0786367, 268.5809563,\n", + " 266.9629828, 266.8383566, 266.3156321, 265.1119595, 265.0606344,\n", + " 264.8940288, 266.3502653, 267.7216984, 270.6760281, 286.380281 ,\n", + " 288.0942067, 289.6068779, 292.949268 , 294.5362966, 294.719642 ,\n", + " 294.7198237, 223.9068809, 223.2877328, 207.2127164, 206.735807 ,\n", + " 199.7059517, 202.6685539, 197.6302754, 324.7122191, 325.7189288,\n", + " 324.2801406, 324.3351427, 325.097828 , 327.1729881, 327.6599286,\n", + " 327.6991847, 327.6993251, 332.5129864, 336.5250745, 336.5251811,\n", + " 336.5256118, 333.4943668, 333.6518768, 336.7157918, 336.6954099,\n", + " 336.6106034, 155.3273456, 155.3350241, 156.0010619, 152.3477755,\n", + " 151.2397615, 151.0400011, 147.5311044, 152.2931583, 152.0589272,\n", + " 146.0564234, 145.9125984, 145.9125292, 5.6633898, 144.1721248,\n", + " 144.1721084, 144.0550197, 144.0557662, 144.0679818, 144.2576492,\n", + " 8.7238375, 37.5521147, 107.8116195, 107.8115353, 44.0045602]), dec=array([-23.627883 , -23.6151884, -23.6079705, -23.5763853, -23.5763758,\n", + " -23.5545837, -23.3467373, -23.3218067, -23.2415577, -22.7462498,\n", + " -22.5988956, -22.5861994, -22.529319 , -22.3588228, -22.3479452,\n", + " -22.3005281, -22.1499728, -22.1251936, -22.0681736, -19.751315 ,\n", + " -19.5722887, -19.4419251, -19.1582594, -19.0275272, -19.0127603,\n", + " -19.0127494, -18.8092251, -18.764864 , -17.2875418, -17.133994 ,\n", + " -14.0339754, -12.8762887, -12.4563788, -8.9672143, -8.8187731,\n", + " -8.6141439, -8.5768729, -8.1626387, -7.2911317, -7.1077232,\n", + " -7.0936002, -7.0935311, -5.527919 , -5.4153798, -5.4151791,\n", + " -5.4147001, -5.2675363, -5.2284079, -4.9419923, -4.9199712,\n", + " -4.8670455, 4.7736655, 4.7740601, 5.0819109, 5.1968326,\n", + " 5.4733183, 5.5268107, 6.6214262, 6.6932201, 6.7625576,\n", + " 7.1776918, 7.2364715, 7.2364974, 8.0014147, 8.129727 ,\n", + " 8.1297531, 8.3451161, 8.348856 , 8.3664241, 8.4413916,\n", + " 10.349381 , 18.9935979, 19.0051746, 19.0051764, 21.6346295]), phaseAngle=array([15.46712494, 15.37924957, 13.90593529, 15.07466125, 15.07460785,\n", + " 12.42389965, 11.56469154, 10.9150486 , 8.41247749, 5.47684383,\n", + " 8.32610035, 8.56172943, 9.58950424, 12.57213783, 12.75989151,\n", + " 13.58114052, 16.11252403, 16.17868614, 15.57721233, 14.83275223,\n", + " 8.92165661, 6.1486702 , 0.91038996, 2.14099312, 2.42499733,\n", + " 2.42527461, 16.86869049, 16.56081963, 8.1783123 , 7.20734739,\n", + " 7.44364977, 17.79297447, 13.94934273, 16.39409065, 16.91800117,\n", + " 12.84323215, 12.62029076, 10.32920361, 5.89942646, 4.9927454 ,\n", + " 4.92218018, 4.92190504, 4.54125786, 15.85392952, 15.85363483,\n", + " 15.85264874, 6.30826092, 6.60267448, 14.24875927, 14.0929966 ,\n", + " 13.61683941, 13.35055923, 13.37490749, 16.93481827, 6.04215002,\n", + " 3.8898561 , 3.54039383, 5.11195707, 19.81834793, 19.8683033 ,\n", + " 8.39761543, 8.75193882, 8.75209999, 15.44204807, 14.55028534,\n", + " 14.55040073, 16.39370346, 16.4346199 , 16.62273407, 17.68921471,\n", + " 5.67740965, 8.79421043, 12.66090012, 12.6611948 , 4.99021244]), topocentricDist=array([3.08537674, 3.07248855, 2.6166532 , 3.03245544, 3.03244925,\n", + " 2.54605794, 2.77528214, 2.74647379, 2.66203737, 2.61220503,\n", + " 2.6779232 , 2.68495584, 2.71914792, 2.86241126, 2.87458515,\n", + " 2.93473792, 3.33701921, 3.48532629, 3.71993184, 3.05171251,\n", + " 2.70145917, 2.63338375, 2.58001399, 2.58570027, 2.58758473,\n", + " 2.58758664, 3.12328267, 3.03352427, 2.22829461, 2.21397185,\n", + " 2.26104665, 3.25462937, 2.49739313, 2.99416447, 3.12868881,\n", + " 2.68445659, 2.67337346, 2.58250737, 2.48414373, 2.47274017,\n", + " 2.47196245, 2.47195959, 2.48560667, 3.04997063, 3.04992199,\n", + " 3.04975986, 2.51631689, 2.52245259, 2.85924459, 2.84597945,\n", + " 2.80862784, 1.98365152, 1.98431051, 2.11614156, 1.86115599,\n", + " 1.8472935 , 1.84585118, 1.869331 , 2.95504117, 2.94147015,\n", + " 1.91463399, 1.92095244, 1.92095542, 2.40757728, 2.08280754,\n", + " 2.08281231, 2.17185998, 2.17415714, 2.18516517, 2.25708985,\n", + " 2.15668821, 1.98995495, 1.8930279 , 1.89303529, 1.97258115]), heliocentricDist=array([3.54889584, 3.54943871, 3.31442118, 3.5511291 , 3.55112934,\n", + " 3.32266355, 3.56257272, 3.56401062, 3.56871486, 3.58589959,\n", + " 3.58891582, 3.58916903, 3.59028387, 3.59373093, 3.59396577,\n", + " 3.5950377 , 3.59977603, 3.60081029, 3.6018219 , 3.58384013,\n", + " 3.59129763, 3.59301305, 3.59528184, 3.59598541, 3.59605527,\n", + " 3.59605527, 3.4464581 , 3.4409163 , 3.15144849, 3.15541601,\n", + " 3.20776367, 3.30540729, 3.23978615, 3.39287996, 3.38224673,\n", + " 3.4193666 , 3.42045116, 3.43022919, 3.44523883, 3.44801855,\n", + " 3.44823027, 3.44823098, 3.47215843, 3.51522994, 3.51522756,\n", + " 3.51521945, 3.47721481, 3.47806311, 3.50502682, 3.50424957,\n", + " 3.50199699, 2.80050755, 2.80044794, 2.79051328, 2.81702685,\n", + " 2.82192278, 2.82278967, 2.83874893, 2.93849969, 2.93737411,\n", + " 2.84714055, 2.8480916 , 2.84809184, 3.07097697, 2.86670351,\n", + " 2.86670399, 2.87495971, 2.8751626 , 2.87613773, 2.88233399,\n", + " 3.11810732, 2.90475488, 2.74290609, 2.74290633, 2.94402575]), reduced_mag=array([16.93099299, 17.08074933, 17.00323093, 17.10419494, 16.969199 ,\n", + " 16.7542275 , 16.78464583, 16.85542777, 16.81137078, 16.67997318,\n", + " 16.72519299, 16.85134462, 16.83219258, 16.85861213, 16.92825498,\n", + " 16.92363705, 17.04082824, 16.85378171, 17.17971445, 16.82553922,\n", + " 16.89175118, 16.70013519, 16.32522565, 16.49401993, 16.47939526,\n", + " 16.42939443, 17.12207811, 17.44989135, 16.72458662, 16.69785702,\n", + " 16.69344085, 17.05936781, 16.94898403, 17.05577942, 17.26916192,\n", + " 16.94998969, 16.90628476, 16.81917622, 16.5760206 , 16.63825942,\n", + " 16.67380902, 16.56281102, 16.73484122, 17.04675298, 16.90478888,\n", + " 16.89291019, 16.59401659, 16.6961983 , 17.15528659, 17.01086521,\n", + " 16.95994996, 16.97748958, 16.90081432, 17.02685537, 16.61313164,\n", + " 16.54059432, 16.5296243 , 16.62293378, 17.01355481, 17.19138201,\n", + " 16.72652704, 16.74964771, 16.75164306, 17.07471665, 16.88084008,\n", + " 17.04183595, 17.04168117, 17.16923346, 17.05753004, 17.09153519,\n", + " 16.65660796, 16.75523686, 16.96116033, 16.89515168, 16.61611841]), num_obs=75)],\n", + " 'MPCORB': MPCORB(ssObjectId='6098332225018', mpcDesignation='2007 YP1', mpcNumber=0, mpcH=16.280000686645508, mpcG=0.15000000596046448, epoch=60065.0, peri=201.50095186072437, node=267.90594, incl=4.440569999999986, e=0.13967823750326572, n=nan, q=2.721864519616761, uncertaintyParameter=nan, flags='0'),\n", + " 'SSObject': SSObject(ssObjectId='6098332225018', filter_list=['g', 'r', 'i', 'z'], discoverySubmissionDate=60222.0, firstObservationDate=60231.19309, arc=3624.91357421875, numObs=326, filter_dependent_values=[FilterDependentSSO(filter_name='g', H=16.812339782714844, G12=0.6287212371826172, Herr=0.010989941656589508, G12err=0.05894670635461807, nData=43.0), FilterDependentSSO(filter_name='r', H=16.35686492919922, G12=0.6622125506401062, Herr=0.004387638531625271, G12err=0.02414802275598049, nData=109.0), FilterDependentSSO(filter_name='i', H=16.23105239868164, G12=0.5962064266204834, Herr=0.004728563595563173, G12err=0.02835218608379364, nData=99.0), FilterDependentSSO(filter_name='z', H=16.219518661499023, G12=0.5128722190856934, Herr=0.009981880895793438, G12err=0.05679892748594284, nData=75.0)], maxExtendedness=0.0, minExtendedness=0.0, medianExtendedness=0.0),\n", + " 'AdlerData': AdlerData(ssObjectId='6098332225018', filter_list=['g', 'r', 'i', 'z'], filter_dependent_values=[FilterDependentAdler(filter_name='g', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='r', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='i', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='z', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[])])}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "planetoid1.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8350af69-b369-4f96-b46d-f00865504505", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:15.809631Z", + "iopub.status.busy": "2024-05-16T16:38:15.809299Z", + "iopub.status.idle": "2024-05-16T16:38:16.363874Z", + "shell.execute_reply": "2024-05-16T16:38:16.363226Z", + "shell.execute_reply.started": "2024-05-16T16:38:15.809611Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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78vPzUVlZCT8/vzrv8ff3h7+/85MNmvKhEJFzeOL4DC1qaAq9af3HIXGRvBlVKE+aFKHYrj0/Pz/06tULZ8+etdh+7tw5tGnTxub7+vXrh/Pnz8NoNFq8JyoqymoQRUTa4YnjM7TIE6fQa1HNoEnLPTBuDaRKSkqQlZWFrKwsAEBubi6ysrLMeaJmzZqFzZs3Y9WqVTh//jzef/99bN++HX/961/N+3jssccwd+5c8/Np06ahoKAAM2fOxLlz55Ceno7Fixdj+vTpLj02a8oqqxE7Jx2xc9JRVlnt7uoQ1dHEz9vqv9XCE8dnaJEnTqEn9XJrIJWZmYnExEQkJiYCAFJTU5GYmIj58+cDAEaPHo2VK1di6dKl6Nq1Kz7++GP861//QlJSknkfFy5csBj7FBMTgx07duDo0aO4++67MWPGDMycORNz5sxx7cFZUXsBR84+IXI8Jq1UP3bRkpooZrC5kjhjsJq7Bt4R2eNqSTl6vv4dACDzlUEIu0O9FypO7lCvW0aBpDd3N5h/7+DsB/iZKlhZZTXi5u8AAJxeNBSBfs4flu2OweaKHSOlJZ62gCOREnCxW/UyddHaussXYBctKQcDKSfzxAUcSb1qfg8z867ze0lE1AAGUk7G2SekFhnZBox8/3vz86kbjjP5IbmF6QbUFlP6Awb6pAQMpJyMs09IDdj9TErCG1BSEwZSTsbZJ6R07H4mpeENKKkJAyknY4JAUjre/ZPS8AaU1ISBlJMxQSApHe/+SWl4A6oNnpI7kYGUCzBBICkZ7/5JaXgDqn4Z2QYMXr7P/PyJtUc1O3mFCTmtcFZCLyYIJCVi8kNSqoxsAxZuP23R9cxExspnmrxS+3xiOns4swHBHQk5GUhZ4Y4PgsidTCc+ABYnP1ec+IjqwxtQdTHdmNkad+nsGzNmNicit2D3MymVt5cOvduGIjw4AFeKyzU91kYLPHHyivMXviEiVUiOj0K/9mHo+upOAMC6Sb3Qv0ML3v2TW7F7T108cfIKW6SIyKxm0MQuFHI3U5dz7RYOJopVLk+cvMJAioiIFIeJYtXJE1NXMJAiIiLF8cSxNlrgiakrGEgREZHieOJYG63wtMkrHGzuYpzKS0TUME8ca6MlnjR5hYGUC2VkG7Bg2ylcLqowb+PsEyKiukxjbRpKFKulsTZa4ymTV9i15yKm2Sc1gyiAs09IWQL9fJCXNgJ5aSMQ6Mf7LHIfTxxrQ+rEzOZWODozqrszvRIRqRXzSJE93JHZnLecLmDP7JO+7Zq7rmJERAqXHB+FIXGRHFtKisVAygU4+4SISD5vLx1vMkmxOEbKBTj7hIiISJvYIuUCnjD7hGkdiIjIEzGQcgHT7JNpG45DB1gEU1qYfcK0DkRE5KnYtecipkyvkXrL7ju1Z3plWgciIvJkbJFyIa3NPmloUVEdbi8qOiQuUrXHSEREVB8GUi6mpdknTOtARESejl17JBvTOmhDWWU1YuekI3ZOOsoqq91dHSIiVWGLFMnGtA5E5CqcGUxKxUCKZPOEtA5E5H5cJoaUjF17JJsprYOtxRoF1J3WwVPcMv75CR7JLbB4TuRuppnBtcdjcmYwKQUDKSIPlpFtwODl+8zPn1h7FElv7ubFiRShoZnBwO2ZwQz+yZ0YSJFsppOcLab0BzzJKRNzgJHS2TMzmMhdGEiRbDzJqRfv9EkNODOY1ICBFMnGk5x6eVoQzBQP6sSZwaQGDKRINp7k1ItBMKmBaWawrekqOtyevceZweRODKRINp7k1ItBMKmBaWYwgDrnGS0s+E7awECKZONJTr0YBJNaaHXBd9IOJuSkRjGd5BZsO2Ux+yuSyfIUzRQET9twHDrAYtA5g2BSGq0t+E7awkCKGi05Pgr92oeh66s7AQDrJvVC/w4teJJTOE8KgmsOMC+rrEagH099aqOlBd9JW3g2IYcIDvBFXtoId1eD7OQpQXDNNA6ZedcxJC5Sc8dIRO7BMVJEHq5mQKHF7pKMbANS/v69+fnUDceZvZ2IHEZWi9S2bdusbtfpdAgICED79u3Rtm3bRlWMiKixTNnba6cVNWVv52BlImosnRDC7tTFXl5e0Ol0qP1W0zadToekpCRs2bIFzZo1c1hlXaWoqAh6vR6FhYUICQlxd3WISIZbRoGkN3fbTDyqw+3xYAdnP6C5VjgiT+WO67esrr1du3ahV69e2LVrFwoLC1FYWIhdu3ahT58++Oqrr7B//35cu3YN//3f/+3o+hIRSeJp2duJyD1kde3NnDkTH330Ee69917ztkGDBiEgIABTpkzBqVOn8O677+LJJ590WEVJXW4ZBacqk1sxezsRuYKsQConJ8dqk1lISAh+/fVXAECHDh1w9erVxtWOVCkj21BnSn2UBqfUk7IxezsRuYKsrr0ePXpg1qxZ+OOPP8zb/vjjD7z00kvo1asXAOCXX35BTEyMY2pJqmEa3FsziAL+HNzLmVLkKszeTkSuICuQWr16NXJzc9GqVSu0b98e7du3R6tWrZCXl4ePP/4YAFBSUoJXXnnFoZUlZbtlFFi4/XSdGVLAn5mzF24/bZHTh8hZTNnbbX3bBJi9nYgaT1bXXqdOnXD69Gns3LkT586dM28bMmQIvLxux2YPPfSQwypJ6mDP4F5mKFaGsspqxM3fAQA4vWgoM34TEdlJ9lnTy8sLycnJSE5OdmR9SMU4uJeUxNRCaosOt1tImeWcyPm0fNMm+0hKS0uxb98+XLhwAZWVlRavzZgxo9EVI/Xh4F5SEraQEpEryAqkTpw4geHDh6OsrAylpaUIDQ3F1atXERgYiPDwcAZSHuiWUcBoFGjaxBc3blZZLWNKgMjBvcpRc7zakdwCTa2zxxZSInIFWYPNX3jhBaSkpOD69eto0qQJfvzxR/z222/o0aMH3n77bUfXkRQuI9uAe9O+w/jVh+sNogAO7lWSjGwDBi/fZ37+xNqjmlqDji2kRMpQs1tPi2QFUllZWXjxxRfh5eUFb29vVFRUICYmBkuXLsXf/vY3R9eRFMxWuoPaIvUBXNdMQTwhTQXTHxCRK8gKpHx9fc2z88LDw3HhwgUAgF6vx8WLFyXvZ//+/UhJSUF0dDR0Oh22bNlSp8yZM2cwcuRI6PV6BAUFoVevXua/Z8u7776LTp06oUmTJoiJicELL7yA8nI23ztafekOTJo28cXGp/rg4OwHGEQphKekqTClP7CGLaRE5CiyAqnExEQcPXoUAHDfffdh/vz52LhxI55//nnEx8dL3k9paSkSEhLwwQcfWH09JycHSUlJ6Ny5M/bu3YuTJ09i3rx5CAiw3RT/6aefYs6cOViwYAHOnDmD1atXY/PmzWwpc4KGBvMCwI2bVfDS6XixUhBPWoMuOT4KKyZ0R0SIv8V2tpASkaPIGmy+ePFiFBcXAwDeeOMNPPbYY5g2bRo6dOiANWvWSN7PsGHDMGzYMJuvv/zyyxg+fDiWLl1q3tauXbt69/nDDz+gX79+ePTRRwEAsbGxGDduHA4fPiy5XiQNB/Oqk6d9bsnxUejXPgxdX90JAFg3qZemBtUTkXvJapHq2bMnBg4cCOB2115GRgaKiopw7NgxJCQkOKRiRqMR6enp6NixI4YOHYrw8HD06dPHavdfTffeey+OHTuGI0eOAAB+/fVXfP311xg+fLjN91RUVKCoqMjiQQ3jYF518sTPrWbQxAW0iciRZAVSrnDlyhWUlJQgLS0NycnJ2LlzJ0aPHo0xY8Zg3759Nt/36KOPYtGiRUhKSoKvry/atWuH+++/v96uvSVLlkCv15sfXCNQGg7mVSd+bkREjiMrkLp27RqmT5+OuLg4hIWFITQ01OLhCEajEQAwatQovPDCC+jWrRvmzJmD//f//h9Wrlxp83179+7F4sWL8eGHH+L48eP44osvkJ6ejtdee83me+bOnYvCwkLzw54B856s5mDe2hdlDuZVrvoGYZvwcyMikkbWGKmJEyfi/PnzmDx5MiIiIqDTOf6EGxYWBh8fH8TFWZ7wu3TpgoMHD9p837x58zBx4kQ89dRTAICuXbuitLQUU6ZMwcsvv2yebViTv78//P3962ynhpkG8y7cftpiAHOkPgALUuI4mFehkuOjMGVAW6w6kIuak/O8dMDT/dvycyMikkhWIHXgwAEcPHjQYeOhrPHz80OvXr1w9uxZi+3nzp1DmzZtbL6vrKysTrDk7e0NABBC3dO5lSo5PgpD4iJxJLcAV4rLER4cwHEoCpeRbcBH+3PrpEAQAvhofy4SWzfTbDAVN3+H5tb6IiL3kXUm6dy5M27evNnoP15SUoLz58+bn+fm5iIrKwuhoaFo3bo1Zs2ahbFjx2LAgAEYOHAgMjIysH37duzdu9f8nsceewwtW7bEkiVLAAApKSlYvnw5EhMT0adPH5w/fx7z5s1DSkqKOaAix/P20nG9MpWQmkeKi/kSETVMViD14YcfYs6cOZg/fz7i4+Ph6+tr8XpISIik/WRmZppn/wFAamoqAODxxx/HunXrMHr0aKxcuRJLlizBjBkz0KlTJ/zrX/9CUlKS+T0XLlywaIF65ZVXoNPp8Morr+DSpUto0aIFUlJS8MYbb8g5VCLNkZL/i4v5EpGzaG1dT52Q0d/1yy+/4NFHH8Xx48cttgshoNPpcOvWLYdV0B2Kioqg1+tRWFgoOSgkS8XlVczbo1BfnriEFzZnNVjunbHdMDqxpfMr5CI11/ti1x6R62zNuoSZm7IstkU5aRytO67fss4k48ePh6+vLz799FOnDTYn9crINmDBtlPm50+sPeq0Hw3Zr6Ck/nUR7S1HRGRLRrYBz9cKooA/1/XUwgoDsgKp7OxsnDhxAp06dXJ0fUjlTIvh1m7m1NKPRu1Cg/wcWk4tisurzP/ef+4PjgEjcrKGxmPqoI3xmLIzmzPXEtXmKYvhql2kvolDy6lBRrYBKX//3vx86objSHpzNzKyDW6sFZG2ecq6nrICqeeeew4zZ87EunXrcOzYMZw8edLiQZ7JU340amfKbF4fLWU2N7WSXim27Ko0tZIymCJyjl2n8yWVU/u6nrK69saOHQsAePLJJ83bdDqdZgabkzyethiuWpkym1vrggVuN7drJbO5p3QtECnNLaPAlqzfJZVV+7qesgKp3NxcR9eDNMATF8NVK1NG+nlbT+GPGi01WpsUYE8rKVM9EDnOkdwCFJRWNlguNMhX9a3fsgKp+jKL1zRixAh8/PHHiIrSxkmZ6te7bSiaBvriRlmVzTLNAtX/o9GK5PgodI4Mxv1v314E/P//SAJG3N1SUy0zbCUlcg+pv6nR3dR/zpE1Rkqq/fv3OyQDOmkHh5kryx0Bf95L3ds+TPUntLLKasTOSUfsnHSUVVYj7A5pa2hKLUdE0kjteRgcF+nkmjifUwMp8ixHcgvqbY0CgBtlVRxsrhK1gxJVkhq5M8IncijTpBZbt2Y6aGdSCwMpchh2o5DSXC2VllRUajkiksY0qcUaU3CllUktDKTIYTjYXH1qLpOixSVT+J0kch/TpJbwYMuu84iQAE0lZ2YgRQ7jSU25WlEzOeqR3ALNJUvld5LIvZLjo7D9uX4W23alDtBMEAUwkCIHqtmUW/vCpbWmXC3IyDZg8PJ95udPrD2q+mzfNcdylVVWe1T3ApFS1f59ae335tRA6m9/+xtCQ3mn50lMTbmRtTJnR+q11ZSrdqZs35eLtJXtu2aLWmbeddwyCpvdC/xOEpEjSB4UsW3bNsk7HTlyJABg7ty59teIVC85PgpD4iJxJLcAV4rLER58u+tEa3chaiU12/fOFwa4uGaNk5FtwPytp8zPp244bpFgNLF1U/RZvBsAsHJCd2YzJyKHkBxIPfTQQxbPTUvC1HxuwiViyNtLx0zRCiU12/ex3667rlKNZGphqx0cmlrYVkzojgEdW5i3D+jYgkEUETmE5K49o9FofuzcuRPdunXDN998gxs3buDGjRv4+uuv0b17d2RkZDizvkTUSFLTT/xRrI6UAA21sAG3W9j8fbyRlzYCeWkjNDlDkYjcQ9bZ5Pnnn8fKlSuRlJRk3jZ06FAEBgZiypQpOHPmjMMqSESOJXWqf/MgP/O/j+QWoH8HZbbicD09ImWrPRtYa7ODZQ02z8nJQdOmTets1+v1yMvLa2SViMiZpKQEaBroi7lf/mzepuQZfUwES6RcGdkGpPz9e4ttg5fvU+S5RC5ZgVSvXr2QmpqKy5cvm7ddvnwZs2bNQu/evR1WOSJyvIbSVAjcXspHLTP6mHTz9h3+oZxr2Jp1CYdyrmnujp/UyTR28UqtYQJXiioUeS6RS1bX3po1azB69Gi0bt0aMTExAICLFy+iQ4cO2LJliyPrR0ROYEoJsGDbKYuAKSLEH+XVRqtrJtac0aekGW+mFrb6uve0nHQzI9tQ53OsOVuRyB2kzg5W0rlELlktUu3bt8fJkyexfft2zJgxAzNmzMBXX32Fn3/+Ge3bt3d0HYnICZLjo/Bt6n3m5+sm9cKyv3Srd+HpmuONlMLbS4eRCfUHDCMTolR/srZGq/nASP3sGbuodrKnruh0Ojz44IMYMGAA/P39LdIfkGcpLq9C11d3Arh9MVbqoGSqq+bn1LttKHadvlxP6T8pabzRLaPAtp/qDxi2/WTAS8ldNPW99KQ7flIfTxq7KKtFymg04rXXXkPLli1xxx13IDc3FwAwb948rF692qEVJGXT4jIj9iqrrEbsnHTEzkm3WKJEjdQ43qihO19AO3e+NXnSHT+pjxrPJXLJCqRef/11rFu3DkuXLoWf359TpOPj4/Hxxx87rHKkbOxW0B41LvLrSXe+NWn9uIvLq8w3KHvPXuEAepVR47lELlmB1CeffIKPPvoI48ePh7e3t3l7QkIC/v3vfzuscqRcUpMgesLJr+YxHsktUPUxq3GRX0+6861Jy8fNlm7186RF7GUFUpcuXbI6qNxoNKKqyvZAVdIOdivcpsUTvtoW+fWkO9+atHrcbOnWDvO5JEQd5xK5ZAVScXFxOHDgQJ3t//znP5GYmNjoSpHyab1bQQotn/CT46Ow/bl+5ucrJ3THwdkPKPLEp8ZWNEfQ4h1/Qy3dAsDfvvwZX55gviy1sDY7WKnnErlkzdqbP38+Hn/8cVy6dAlGoxFffPEFzp49i08++QRfffWVo+tICqTlbgUptDJjKtDPB3lpI9xdjUYz3fnO23rKYo3ASI3nUzId98Ltpy1aiNV63FImDhSUVuGFzVkAmC9LLWrPDlbyOVEOnRBCVkh/4MABLFq0CD/99BNKSkrQvXt3zJ8/Hw8++KCj6+hyRUVF0Ov1KCwsREhIiLuro0i3jAJJb+5GfmG51WBCh9sn84OzH9DcjwYADuVcw7hVPzZY7rOn71Hl+m4Z2QbM33rKIiOxGi5al4tuos/i3QBut6IpPZB1lFtGgSO5BbhSXI7w4ADVXqy2Zl3CzE1ZksubjlBL3URaVFZZjbj5O8zPTy8a6rSFw91x/ZZ9JP3798euXbscWRdSEVO3wrQNx83LipiotVvBHlru2jR1WdYOkE1dlkq+aNX8vvWMbabZ719t3l46VQbstdnbgq2m1l/6U1lltdMCKXeQNUbq6NGjOHz4cJ3thw8fRmZmZqMrRergKQMJrdFq1yZnY5I7NTSA3hpPmdhCyiUrkJo+fTouXrxYZ/ulS5cwffr0RleK1CM5Pgo/zBmEz56+B+890g2fPX2P5gYSWqPVGVOcjUnuVN8A+oaosfWXtEFWIHX69Gl07969zvbExEScPn260ZUidTF1K4zq1hJ92zX3iOZ1Lc6YAtTfZVmzpSwz7zpbzlTI1NIdqbevNVdNrb9aWg1BDq39NmUFUv7+/rh8ue6aXAaDAT4+2un3JKqPFrs21dxlmZFtQMrfvzc/n7rhuOpzenmq5PgoHJz9AD57+h6885cEhAb5aa7115PUXsNTa79NWYHUgw8+iLlz56KwsNC87caNG/jb3/6GIUOGOKxyREqntRwpau2yNA2QrznLENBGTi9PZWrpHt29FRaPjgegndZfLa2G0JCMbAOetzITU0u/TVnpDy5duoQBAwbg2rVr5gScWVlZiIiIwK5duxATE+PwiroS0x9QbcXlVej66k4At4Ol/h1aqOrEbQ9bs/aUOtXclIrD1tgurafi8BQZ2QYs2HbKIgGuGlJy1KaV45DCHb9Nd1y/ZeeRKi0txcaNG/HTTz+hSZMmuPvuuzFu3Dj4+vo6uo4ux0CKavKkE5+JtTxSkSEBeHWk8o5Z6zm96E9qz5eltpuUxnLHb1NVeaSCgoIwZcoUR9aFSHHUnFOpMZLjo3B3Kz3uTdtj3pbxfH80DfRzY62sU/sAeZJOzfmytLIagj085bcpK5D65JNP6n39sccek1UZIiXxxBOfialFqqaBb+/FGw/FY/jd0W6qlXVqHiBPnsOe1CJqDRZrCwvyb7iQHeWUSlYgNXPmTIvnVVVVKCsrg5+fHwIDAxlIkSZ44okPsN0Kd72sCn/99ASe+c8NzB1ufZFgdzANkG9ouSKlDZAnz+IprTMWpN5fqvw+VNasvevXr1s8SkpKcPbsWSQlJeGzzz5zdB2J3MITT3z1tcKZ/GN/Lr4+qZyZNo3N6eXpOX3INTyx5fRqSUXDhewop1SyAilrOnTogLS0tDqtVURq5YknvoZa4Uzmbc1W1JRtLeb0Im1Ra2qRxvCUc6jDAikA8PHxwe+//+7IXRK5jSee+KS2rl0rrVTcMjFay+lF2qLV1RDq4ynnUFljpLZt22bxXAgBg8GA999/H/369XNIxYjczXTim7bhOHSARXeXVk989twZKrFLs+Znobap8aR9ppbT2ulUIjWaTqXmObQ2LZ1DZQVSDz30kMVznU6HFi1a4IEHHsCyZcscUS8iRfC0E1/vtqEIDfJFQWlVg2XV3hxP5A7J8VHo1z7MYxL8ms6hdfLSaegcKiuQMhqNjq4HkWIlx0dhSFykqhMBSuXtpcPro+Lx109P1FtOC83xRO7iaS2nyfFRSGzdFH0W7wYArJzQXVNpY7jCMJEEak4EaK/hd0fjmf/cwD/251p9XQdtNMcTuUugnw/y0ka4uxouFRzw56onAzpqqwVOciCVmpoqeafLly+XVRkiUoa5w+PQNiwIc77Ittiu9aVxiIjsJTmQOnHCsqn/+PHjqK6uRqdOnQAA586dg7e3N3r06OHYGhKRWwyOiwBqBFJaH8tBRCSH5EBqz54/19xavnw5goODsX79ejRr1gzA7SSdkyZNQv/+/R1fSyJyOzWM5fDELhMici9ZeaSWLVuGJUuWmIMoAGjWrBlef/11ztojIiIijyErkCoqKsIff/xRZ/sff/yB4uLiRleKiIiISA1kzdobPXo0Jk2ahGXLlqF3794AgMOHD2PWrFkYM2aMQytIRO5RewkYJS0JQ0TqouVud1ktUitXrsSwYcPw6KOPok2bNmjTpg0effRRJCcn48MPP3R0HYnIxTKyDRj5/vcW2wYv34eMbOUsVkxEpAQ6IYTs28zS0lLk5OQAANq1a4egoCCHVcydioqKoNfrUVhYiJCQEHdXh8ilMrINmLbhOGqfGEzDzLW2CHBZZTXi5u8AAJxeNBSBfkyvR6RW7rh+N2rRYoPBAIPBgA4dOiAoKAhyYrL9+/cjJSUF0dHR0Ol02LJli8XrOp3O6uOtt96qd78ffPABYmNjERAQgD59+uDIkSN2143I09wyCizcfrpOEAX8udbgwu2n2c1HRPR/ZAVS165dw6BBg9CxY0cMHz4cBsPt5v7JkyfjxRdftGtfpaWlSEhIwAcffGD1dVOwZnqsWbMGOp0ODz/8sM19bt68GampqViwYAGOHz+OhIQEDB06FFeuXLGrbkSe5khuAQyFthcjFgAMheU4klvgukoR1VBcXoXYOemInZOOvWevMKgnt5MVSL3wwgvw9fXFhQsXEBgYaN4+duxYZGRk2LWvYcOG4fXXX8fo0aOtvh4ZGWnx2Lp1KwYOHIg777zT5j6XL1+Op59+GpMmTUJcXBxWrlyJwMBArFmzxq66EXmaK8W2gyg55YgcKSPbgMHL95mfP7H2KO5N+45j98itZAVSO3fuxJtvvolWrVpZbO/QoQN+++03h1TMmsuXLyM9PR2TJ0+2WaayshLHjh3D4MGDzdu8vLwwePBgHDp0yOp7KioqUFRUZPEg8kThwQEOLUfkKKaxe5eLKiy2Xy6qwLQNxxlMkdvICqRKS0stWqJMCgoK4O/v3+hK2bJ+/XoEBwfXm2Lh6tWruHXrFiIiIiy2R0REID8/3+p7lixZAr1eb37ExMQ4tN5EatG7bSii9AGwlb9ch9vr7fVuG+rKapGHq2/sHnC7y5lj98hdZAVS/fv3xyeffGJ+rtPpYDQasXTpUgwcONBhlattzZo1GD9+PAICHHs3PHfuXBQWFpofFy9edOj+idTC20uHBSlxAFAnmDI9X5ASp/ilYkhbGhq7B3DsnruUVVabx6yVVVa7uzpuIWue71tvvYUHHngAmZmZqKysxEsvvYRTp06hoKAA33//fcM7kOHAgQM4e/YsNm/eXG+5sLAweHt74/LlyxbbL1++jMjISKvv8ff3d2pLGpGaJMdHYcWE7liw7ZRFN0pESABeHRmnqdQHpA75hTclldt5yoC+7Zo7uTZEluxukaqqqsKMGTOwfft2JCUlYdSoUSgtLcWYMWNw4sQJtGvXzhn1xOrVq9GjRw8kJCTUW87Pzw89evTAd999Z95mNBrx3XffoW/fvk6pG5HWJMdH4dvU+yy27UodwCCK3KKgtFJSuX8dv8TuPQXTauuV3S1Svr6+OHnyJJo1a4aXX3650RUoKSnB+fPnzc9zc3ORlZWF0NBQtG7dGsDtBFuff/65zQWRBw0ahNGjR+PZZ58FAKSmpuLxxx9Hz5490bt3b7z77rsoLS3FpEmTGl1fIk9Ru/uO3XnkLqF3SOsxKCqvxpHcArZKkUvJ6tqbMGECVq9ejbS0tEZXIDMz02JcVWpqKgDg8ccfx7p16wAAmzZtghAC48aNs7qPnJwcXL161fx87Nix+OOPPzB//nzk5+ejW7duyMjIqDMAnYjUjVnJPUNkiPRxsUzNoUw1f6taI+usU11djTVr1uDbb79Fjx496iwNs3z5csn7uv/++xvMiD5lyhRMmTLF5ut5eXl1tj377LPmFioiIlKv3m1DERrki4LSqgbLMjWHOmjpBkhW7bOzs9G9e3cAwLlz5yxe0+nY/E9E7sEWKm3y9tLh9VHx+OunJ+otx9Qc5A6yzjJ79uxxdD2IiIhsGn53NIZkXcKu07aX+hqZEMWxfORyjVq0mIiIyBVuGQWyL9W/6sS2nwyctadQWv5cGEgRkWRanb5MyseknMpUM0A6kltgNWCqvUai1jCQIiIixbhlFDiUcw1bsy7hUM4184WZC2orj7VFpJPe3G2x7qGtNRJN3t5x1un1dDaOxCQiSY7kFqBHm2burgZpWEa2oU5G/Sh9ABakxHFBbYUxBUi125/yC8sxbcNxrJjQHUPiIutdIxEA1nyfh55tmmH43dHOrK5TsUWKiKzaddpymaUn1h7VdPM8uZetlgvThfl6aQUX1FaI+haRNm1buP00fsy51mB3LAC8sjVb1WOoGEgRaVDNsUxXS8rtHteUkW3A85uy6my/YqN5nqgxpFyYX0s/g3kjuKC2EjQ0Xk3g9ni1Q79etVmmpoLSKlWPbWMgRUQWpFzUTOWIHEHqhblZkB9WTOiO8BDLJWMi9QFYMaE714J0Eenj0KQHtWoe28YxUkRkQcrsKAA49tt13N8p3AU1cq7as476d2jBVg0Xs2cg+ahuLTEkLhJHcgtwpbgc4cG3u/P4mbmO1HFofds1x6dHLkhadFrNY9vYIkVEFqRe1P4oVl43n5Sp2DVJmXVEzmfvQHJvLx36tmuOUd1aom+75gyiXKx321BJ49XuubM5Xh8V3+D+1D62jYEUkYdpKBeU1Itai2D/hgs5Wc1A6cM95+0Kihoa3MxgynWkXpjVfLHVEm8vHRakSBuvNvzuKDwzoK3Nfemg/rFtDKSIyEJDFzUTd6dCyMg2YNCyPwOn9/fkSA6KpM464jgw17DnwkzKkBwfJXm82tzhcXjnLwlW9/PuI91UP7aNgRSRxvV8/Tu7yku5qJnKuYupNelKA92LtoIiqYOb1TyTSG1MF+ZIvWWLKAeSK1dyfBS+Tb3P/HzdpF44OPsBq5/V0PhIq/sYEhfhtPq5CgebE3mQsspqSYGV6aJWOzliREgA8ovcO7umvtYka2oGRX3bNQfALNlKlRwfxYHkKlPzs/HUz4otUkQerL4B2dbuNnelDnBV1WySOquwtppBEbNkKxcHkpPaMJAi8iC7/33F4nlDA7KVeLcpt5WoZlDUu20oIkJsD5bn4GYixwr088HpRUPdXQ2nYCBF5EFe+ufPdbapbZaava1E1oIiby8dXnywo83yAAc3E7mClDQlSsdAisjDqW2WmtRZhUD9QdEDna0nE+XgZiLX0ULuNgZSRKSqWWo1ZxU2pL6gyFrQWN+sI7VoKE8YkbvUXgjdRG2t4rUxkCLSILkXULXMUjPnsKmVFDSixvP6gqKMbANS/v59ne2FN6vYnUfkBLeMAmnf/Nvqa2prFa+NgRQRmalpllpyfBS2P9fP/HzlhO749sU/ZxnaGhyfkW3AVBs5qGZuylLtXTGROwT6+SAvbQTy0kYg0M92RiUt525jIEWkQZXVRrvKq3WWWs1AqWdsswZbk24ZBeZ8UXfAfU1zv/hZlXfFREqm5dxtDKSINCYj24Dh7x2UXN6TZqn9+Os13CirqrfM9bIq/PjrNRfViEg6NY9/03LuNgZSRBpiWjrlxs36g4WapM5SK6usRtz8HY2tolsdypEWIEktp0S1l8Jh6xopgZYXpmYgRaQR9i6dAgAvDe0oe5aaOi/S9iwsoz4Z2QYMXv7nQs5amFpO2qDlhakZSBFphJylU9Yf+g27TudLKmtvVnQl6ntnmEPLKYmpNbLm2oiA+qeWk3aYZ9vWWlVA7bnbGEgRaYScQZpXiirqvciaZuSsnNAdszWQFf2eds3RNNC33jJNA31xz/8tbqwW9bVGqn1qOWmLtTU81Z67jYEUkUbIGaQp5SKrpYu0t5cOaWO61lsmbUxX1XUvaHlqOWmPEtfwbAwGUkQaYc/SKTU1dJFV00VaSk6b5PgorJzQHS3u8Kvz2nuPdFPlnbGWp5YTKR0DKSKNsGfpFGtsXWSVfJGu2QqWmXddcqtYcnwUvpqRVGf7kLgIh9XNlbQ8tZxI6RhIEWmIraVTpLB1kVXqRbr2Mi9TNxy3a/B7cED9Y6XURMtTy4mUjoEUkcYM6NjC6vIn9Wka6GvzIqvEi7Rphlrt41Tb4HdH0fLUciKlYyBFpDG2VlivT32X1/q6DN1xkXbm4Pe4+TtUlzHaRKtTy7VAzRnJqWEMpIg05JZRYPHXZ+x+3/WyqgYHi4c0qTt4W/zfY0DHFnb/TbnUNPjd1bQ4tVxr1Bysk3W2l2omItU5kltQJyGjVLYGi5u60ZSS3EDJg9+VQGtTy4mUji1SRBrSmODB2mBxqcvOuDKHlKMGv5tSJZxeNNQR1SIiD8VAikhD5Mycq2+wuNRlZ479dt3uvyuXEge/E5HnYiBFpCG924YiIsT+1Ae2BotLbeH6w85Zgo2htMHvRA2p3WIrtwW35vvUuWi4NjGQItIQby8d/ja8i+TyUQ3M6JLawtVCRt6qxrCVL4sz1KRldyfXycg2YNCyfRbbBi/fZ3eKjoxsAwYv/3M/alw0XKsYSBFpjNTs3CsndG9wRpfUZWd6tGlmRw0dIzk+Ctuf62d+LuV4iFzJVr6zhhYLt7Wf2hNJPDVvmtIwkCLyUEXlVQ12f0lddsZd3Wg1/27P2GbsziPFcFS+My0tGq5VDKSIPNSynecknXxtdaPJGYtF5Ckcle+MedOUj4EUkYe6XFQh+eRbuxsNALY9289GaSJyVL4z5k1TPgZSRB7MnpNv7W4zdqMR2eaofGdKXTSc/sQpHUQejCffuo7kFqB/hxYMFKlRTBM18gvLrY5v0uH2LNOG8p05aj9KYppZqhVskSLyUJEh6jr5OkvtRZ45rZwcoaGJGgLAyIQouyZ81C7JvGnKwECKyMPo/u/x6kiefDOyDXh+U1ad7ZxWTo6QHB+FwXHhNl//aH+upO+YecJHCPOmKREDKSIPEx7sr5mTb81Zh5l51+2aAs5p5dpSVlmN2DnpiJ2TjrLKandXBwDw9UkDdp2+YvN1AenfseT4KHybep/5+bpJvZg3TSEYSBF5Go00QmVkG5Dy9+/Nz6duOG5XlxynlZMz3TIKvPSvkw2Ws+c7VrMFuXfbUI9vUVYKBlJEGtPQ3a29WZWVyFbGaHu65DitnJzpx5xrKKmQ1jLG75i6MZAi0pDa63FZo/ZuK0d1yXFaOTnToV+vSi7L75i6MZAi0ghb63FZI6fbSikL4DqqS66hdQR1uL2oM2c2kjzSut2C/L35HVM5BlJEGlBfK0197OlSqN3C467WLEd1ydU3PZ3Tyqmx+kgMjib3i+V3TOUYSBFpQEOtNLZI7VKw1mVYc6C3KzmyS840rbz2uoERIZxWTo3jJTE46nNnmJNrQs7GQIpIA+wdrGpPt5WtLsPaA71dxdFdcrWnlQPArtQBDKKoUa6WSPt9SC1HyuX2QGr//v1ISUlBdHQ0dDodtmzZYvG6Tqez+njrrbds7nPJkiXo1asXgoODER4ejoceeghnz5518pEQuY89g1Xt6baS2mXoym4+R3XJ1cw7VFF9q87fIGoMTmbwHG4PpEpLS5GQkIAPPvjA6usGg8HisWbNGuh0Ojz88MM297lv3z5Mnz4dP/74I3bt2oWqqio8+OCDKC0tddZhELlV77ahiKzVPWWLPdmQpXYZHvvtuqS/7SjmTM/BzPRMysTJDJ7D7dNwhg0bhmHDhtl8PTIy0uL51q1bMXDgQNx5550235ORkWHxfN26dQgPD8exY8cwYMCAxlWYSIG8vXQY17s13vn2lwbLvv3/S0C/DtLGZUjtMvzDDd18yfFR6Nc+DF1f3QngdqZnLjZMSmFqOZ224Xid1ziZQVvc3iJlj8uXLyM9PR2TJ0+2632FhYUAgNBQ65F/RUUFioqKLB5EahMbFiSp3NVS6UGP1G6HFsHSWsMcjZmeSclMLae1fx+czKAtqgqk1q9fj+DgYIwZM0bye4xGI55//nn069cP8fHxVsssWbIEer3e/IiJiXFUlYlcxhljMhrqnjDp0aaZ5H2qwZHcAlUmKyXlSY6PwufP3GOxjZMZtEVVgdSaNWswfvx4BARIvxBMnz4d2dnZ2LRpk80yc+fORWFhoflx8eJFR1SXyKWkBD2RIfaNyag5sLv2fnW1yqnZ7n9bLiz7xNqjdq3bR1Sf2r8Ptf9eyJJqAqkDBw7g7NmzeOqppyS/59lnn8VXX32FPXv2oFWrVjbL+fv7IyQkxOJBpDb1zWYzmTu8s90ncfPAbiu5lrTipX/+XGebPev2kfvVbEHUaotioJ8P8tJGIC9thGJWGiAVBVKrV69Gjx49kJCQ0GBZIQSeffZZfPnll9i9ezfatm3rghoSuV9yfBTefaSbzdeHxEXI3m/NXEvrJvXCrlRtT9xQ+5qEnqR2wliltSg28fN2dxXIidweSJWUlCArKwtZWVkAgNzcXGRlZeHChQvmMkVFRfj8889ttkYNGjQI77//vvn59OnTsWHDBnz66acIDg5Gfn4+8vPzcfPmTaceC5ES1A6WVk7o7pD9euLAbjlrEpJr2UoYyxZFchW3B1KZmZlITExEYmIiACA1NRWJiYmYP3++ucymTZsghMC4ceOs7iMnJwdXr/650vaKFStQWFiI+++/H1FRUebH5s2bnXswRArUM1ZbA8EdxZ5WJnszx5Nr1JcwVkktiuyG0za3f7r3338/hKj/Sz5lyhRMmTLF5ut5eXkWzxvaHxF5toxsAxZsOyW5PLNPK1NDCWNrtij2bdfcdRWrxTS2ibTJ7YEUEZErmbqCpNxu6XA7WzqzTyuT1JZCtiiSM7m9a4+IyFWkrh0IMPu0GnA9O1ICtkgRaZyWuxXsPTapawcCt1uiFqTEMXGigplyp+UXllsNjtmiSK7AFiki8hhSu3imDrgTB2c/wCBK4epLGGvCFkVyNgZSROQxpHbx3NOuOS++KmErYSwAvPtINwbD5HQMpIhIFjVmkvbUtQO1rnbCWBO5CWiJ7MFAiojstuv0ZUVnkrbFU9YO9ET8zMhdGEgRkd2e35Sl2kzSnrB2IBG5DgMpIpIk0M8HOYuHI0ofoPhM0g3xxLUDicg5GEgRkWT2ZJJWOk9cO5CIHI+BFBFJxkzSRESWGEgRaUygnw9OLxrqlH0zkzQRkSUGUkQkWUPpA3QAophJmog8CAMpIpJMSvoAZpImIk/CQIqI7GIrfUCkPgArJnRnJmki8ihctJiI7JYcH4V+7cPQ9dWdAG6nD+jfoQVboojI4zCQIiJZ1J4+INDPB3lpIyy21X5ORNQQdu0RERERycRAioiIiEgmBlJERKR6zsyfRlQfBlJEREREMjGQIiIiTai9WPaPOdcUv4A2qR9n7RERkWqVVVYjbv4OAEBIgOUl7cn1mWga6Iu0MV2Z34ychi1SRESkCUXl1XW23SirwtQNx5GRbXBDjcgTMJAiIiLVktp19+q2U+zmI6dgIEVERKp1NLdAUrn8ogockViWyB4MpIiISJUysg144X9/klz+SnG5E2tDnoqDzYmISHUysg2YtuE47OmsCw8OcFp9yHOxRYqIiFTlllFg4fbTdgVRkSH+6N021Gl1Is/FQIqIiFTlSG4BDIX2ddO9OvIu1S2sTerArj0iDQr080Fe2gh3V4PIKewd69Qs0BdD4iKdVBvydGyRIiIiVbF3rNP1sirO2COnYSBFRESq0rttKKL0AbCno44z9shZGEgREZGqeHvpsCAlzq73cMYeOQsDKSIiUp3k+CismNAdESH+9ZbTAYjSB3DGHjkNAykiIlKl5PgofJt6n83XTV1/C1LiOGOPnIaBFBERqVbNAKlFsGXrVERIAFZM6I7k+ChXV4s8CNMfEBGRatVM9XG56Cb6LN5tfm1X6gAEB/i6q2rkIdgiRUREmlC7+47deeQKDKSIiIiIZGIgRUREmhDox9Eq5HoMpIiIiIhkYiBFRESaEOjng9OLhrq7GuRhGEgRERERycRAioiIiEgmBlJEREREMjGQIiIiIpKJgRQRERGRTAykiIiIiGRi9jIiItKMmmvvEbkCW6SIiIiIZGIgRURERCQTAykiIiIimThGiohk4VgUIiK2SBERERHJxkCKiIiISCa3B1L79+9HSkoKoqOjodPpsGXLFovXdTqd1cdbb70laf9paWnQ6XR4/vnnHV95IiIi8mhuD6RKS0uRkJCADz74wOrrBoPB4rFmzRrodDo8/PDDDe776NGj+Mc//oG7777b0dUmIiIicv9g82HDhmHYsGE2X4+MjLR4vnXrVgwcOBB33nlnvfstKSnB+PHjsWrVKrz++usOqSsRERFRTW5vkbLH5cuXkZ6ejsmTJzdYdvr06RgxYgQGDx7cYNmKigoUFRVZPIiIiIga4vYWKXusX78ewcHBGDNmTL3lNm3ahOPHj+Po0aOS9rtkyRIsXLjQEVUkIiIiD6KqFqk1a9Zg/PjxCAgIsFnm4sWLmDlzJjZu3FhvuZrmzp2LwsJC8+PixYuOqjIRERFpmGpapA4cOICzZ89i8+bN9ZY7duwYrly5gu7du5u33bp1C/v378f777+PiooKeHt7W7zH398f/v7+Tqk3ERERaZdqAqnVq1ejR48eSEhIqLfcoEGD8PPPP1tsmzRpEjp37ozZs2fXCaKIiIiI5HJ7IFVSUoLz58+bn+fm5iIrKwuhoaFo3bo1AKCoqAiff/45li1bZnUfgwYNwujRo/Hss88iODgY8fHxFq8HBQWhefPmdbYTERERNYbbA6nMzEwMHDjQ/Dw1NRUA8Pjjj2PdunUAbg8eF0Jg3LhxVveRk5ODq1evOr2uRERERDXphBDC3ZVQmqKiIuj1ehQWFiIkJMTd1SEiIiIJ3HH9VtWsPSIiIiIlYSBFREREJJPbx0gpkam3kxnOiYiI1MN03XblqCUGUlYUFxcDAGJiYtxcEyIiIrJXcXEx9Hq9S/4WB5tbYTQa8fvvvyM4OBg6nc7d1XG4oqIixMTE4OLFix43mN5Tj53H7VnHDXjusfO4Pfu4hRAoLi5GdHQ0vLxcM3qJLVJWeHl5oVWrVu6uhtOFhIR41A+uJk89dh635/HUY+dxe5aax+2qligTDjYnIiIikomBFBEREZFMDKQ8kL+/PxYsWOCRCzV76rHzuD3ruAHPPXYeN4/b1TjYnIiIiEgmtkgRERERycRAioiIiEgmBlJEREREMjGQIiIiIpKJgZSKXLp0CRMmTEDz5s3RpEkTdO3aFZmZmebXhRCYP38+oqKi0KRJEwwePBi//PKLxT5iY2Oh0+ksHmlpaRZlTp48if79+yMgIAAxMTFYunRpnbp8/vnn6Ny5MwICAtC1a1d8/fXXzjloNHzcX3zxBR588EE0b94cOp0OWVlZdfZRXl6O6dOno3nz5rjjjjvw8MMP4/LlyxZlLly4gBEjRiAwMBDh4eGYNWsWqqurLcrs3bsX3bt3h7+/P9q3b49169Y545ABOOa477///jqf99SpUy3KqOm4q6qqMHv2bHTt2hVBQUGIjo7GY489ht9//91iHwUFBRg/fjxCQkLQtGlTTJ48GSUlJRZllPY9Bxxz7Fr8jb/66qvo3LkzgoKC0KxZMwwePBiHDx+22IcaP3NHHLcWP++apk6dCp1Oh3fffddiu6I+b0GqUFBQINq0aSOeeOIJcfjwYfHrr7+KHTt2iPPnz5vLpKWlCb1eL7Zs2SJ++uknMXLkSNG2bVtx8+ZNc5k2bdqIRYsWCYPBYH6UlJSYXy8sLBQRERFi/PjxIjs7W3z22WeiSZMm4h//+Ie5zPfffy+8vb3F0qVLxenTp8Urr7wifH19xc8//+yW4/7kk0/EwoULxapVqwQAceLEiTr7mTp1qoiJiRHfffedyMzMFPfcc4+49957za9XV1eL+Ph4MXjwYHHixAnx9ddfi7CwMDF37lxzmV9//VUEBgaK1NRUcfr0afH3v/9deHt7i4yMDMUe93333Seefvppi8+7sLBQtcd948YNMXjwYLF582bx73//Wxw6dEj07t1b9OjRw2I/ycnJIiEhQfz444/iwIEDon379mLcuHHm15X2PXfksWvxN75x40axa9cukZOTI7Kzs8XkyZNFSEiIuHLlirmM2j5zRx23Fj9vky+++EIkJCSI6Oho8c4771i8pqTPm4GUSsyePVskJSXZfN1oNIrIyEjx1ltvmbfduHFD+Pv7i88++8y8rU2bNnW+kDV9+OGHolmzZqKiosLib3fq1Mn8/C9/+YsYMWKExfv69OkjnnnmGXsOSZKGjrum3NxcqwHFjRs3hK+vr/j888/N286cOSMAiEOHDgkhhPj666+Fl5eXyM/PN5dZsWKFCAkJMf+/eOmll8Rdd91lse+xY8eKoUOHyjm0ejniuIW4HUjNnDnT5nvVfNwmR44cEQDEb7/9JoQQ4vTp0wKAOHr0qLnMN998I3Q6nbh06ZIQQnnfc9Pfb+yxC6Ht37hJYWGhACC+/fZbIYQ6P3NHHLcQ2v28//Of/4iWLVuK7OzsOseotM+bXXsqsW3bNvTs2RP/9V//hfDwcCQmJmLVqlXm13Nzc5Gfn4/Bgwebt+n1evTp0weHDh2y2FdaWhqaN2+OxMREvPXWWxbdOIcOHcKAAQPg5+dn3jZ06FCcPXsW169fN5ep+XdMZWr/HUdo6LilOHbsGKqqqizq3LlzZ7Ru3dpc50OHDqFr166IiIgwlxk6dCiKiopw6tQpcxk1HbfJxo0bERYWhvj4eMydOxdlZWXm17Rw3IWFhdDpdGjatKm5vk2bNkXPnj3NZQYPHgwvLy9zt4jSvueAY47dRMu/8crKSnz00UfQ6/VISEgw11dtn7kjjttEa5+30WjExIkTMWvWLNx111119qG0z5uBlEr8+uuvWLFiBTp06IAdO3Zg2rRpmDFjBtavXw8AyM/PBwCLC6Lpuek1AJgxYwY2bdqEPXv24JlnnsHixYvx0ksvmV/Pz8+3uo+af8NWmZp/x1EaOm4p8vPz4efnV+diU7POjTnuoqIi3Lx5095Dq5cjjhsAHn30UWzYsAF79uzB3Llz8T//8z+YMGGC+XW1H3d5eTlmz56NcePGmRcszc/PR3h4uEU5Hx8fhIaGOuTzdsb3HHDMsQPa/Y1/9dVXuOOOOxAQEIB33nkHu3btQlhYmLm+avvMHXHcgDY/7zfffBM+Pj6YMWOG1X0o7fP2sas0uY3RaETPnj2xePFiAEBiYiKys7OxcuVKPP7445L3k5qaav733XffDT8/PzzzzDNYsmSJIpcWcNRxq42jjnvKlCnmf3ft2hVRUVEYNGgQcnJy0K5dO4fXu7HsOe6qqir85S9/gRACK1ascEd1HcpRx67V3/jAgQORlZWFq1evYtWqVfjLX/6Cw4cP17mgqoWjjltrn/exY8fw3nvv4fjx49DpdG6urTRskVKJqKgoxMXFWWzr0qULLly4AACIjIwEgDoz0S5fvmx+zZo+ffqguroaeXl55v1Y20fNv2GrTH1/R66GjluKyMhIVFZW4saNGxbba9a5MccdEhKCJk2aSK6PFI44bmv69OkDADh//jwA9R63KZD47bffsGvXLosWmcjISFy5csWifHV1NQoKChzyeTvjew445tit0cpvPCgoCO3bt8c999yD1atXw8fHB6tXrzbXV22fuSOO2xq1f94HDhzAlStX0Lp1a/j4+MDHxwe//fYbXnzxRcTGxprrq6TPm4GUSvTr1w9nz5612Hbu3Dm0adMGANC2bVtERkbiu+++M79eVFSEw4cPo2/fvjb3m5WVBS8vL/PdTd++fbF//35UVVWZy+zatQudOnVCs2bNzGVq/h1Tmfr+jlwNHbcUPXr0gK+vr0Wdz549iwsXLpjr3LdvX/z8888WP07TRcr0o1fbcVtjSpEQFRUFQJ3HbQokfvnlF3z77bdo3ry5Rfm+ffvixo0bOHbsmHnb7t27YTQazYGk0r7ngGOO3Rqt/saNRiMqKioAqPMzd8RxW6P2z3vixIk4efIksrKyzI/o6GjMmjULO3bsMNdXUZ+3XUPTyW2OHDkifHx8xBtvvCF++eUXsXHjRhEYGCg2bNhgLpOWliaaNm0qtm7dKk6ePClGjRplkf7ghx9+EO+8847IysoSOTk5YsOGDaJFixbiscceM+/jxo0bIiIiQkycOFFkZ2eLTZs2icDAwDpTRn18fMTbb78tzpw5IxYsWOC0qbJSjvvatWvixIkTIj09XQAQmzZtEidOnBAGg8FcZurUqaJ169Zi9+7dIjMzU/Tt21f07dvX/LopDcCDDz4osrKyREZGhmjRooXVNACzZs0SZ86cER988IHT0gA44rjPnz8vFi1aJDIzM0Vubq7YunWruPPOO8WAAQNUe9yVlZVi5MiRolWrViIrK8tiynfN2TnJyckiMTFRHD58WBw8eFB06NDBYmq00r7njjp2Lf7GS0pKxNy5c8WhQ4dEXl6eyMzMFJMmTRL+/v4iOzvbvB+1feaOOG4tft7WWJuZqKTPm4GUimzfvl3Ex8cLf39/0blzZ/HRRx9ZvG40GsW8efNERESE8Pf3F4MGDRJnz541v37s2DHRp08fodfrRUBAgOjSpYtYvHixKC8vt9jPTz/9JJKSkoS/v79o2bKlSEtLq1OX//3f/xUdO3YUfn5+4q677hLp6enOOWjR8HGvXbtWAKjzWLBggbnMzZs3xV//+lfRrFkzERgYKEaPHm0RaAkhRF5enhg2bJho0qSJCAsLEy+++KKoqqqyKLNnzx7RrVs34efnJ+68806xdu1aZx12o4/7woULYsCAASI0NFT4+/uL9u3bi1mzZlnkkVLbcZtSPVh77Nmzx1zu2rVrYty4ceKOO+4QISEhYtKkSaK4uNji7yjtey5E449di7/xmzdvitGjR4vo6Gjh5+cnoqKixMiRI8WRI0cs9qHGz7yxx63Fz9saa4GUkj5vnRBC2NeGRUREREQAx0gRERERycZAioiIiEgmBlJEREREMjGQIiIiIpKJgRQRERGRTAykiIiIiGRiIEVEREQkEwMpIiIiIpkYSBGRU+zduxc6na7OYtE1rVu3Dk2bNnXY38zLy4NOpzOvKehKsbGxePfdd+sto9PpsGXLlkb/LSn/b4nINRhIEZFT3HvvvTAYDNDr9ZLfs27dOuh0Ouh0Onh5eaFVq1aYNGlSnZXebYmJiYHBYEB8fLzkv/nqq6+iW7dudbbHxsZCp9Nh06ZNdV676667oNPpsG7dOvO2o0ePYsqUKZL+Zs3jtPXIy8uz+X45/2+JyDkYSBGRU/j5+SEyMhI6nc6u94WEhMBgMOA///kPVq1ahW+++QYTJ06U9F5vb29ERkbCx8dHTpXriImJwdq1ay22/fjjj8jPz0dQUJDF9hYtWiAwMFDSfseOHQuDwWB+9O3bF08//bTFtpiYGJvvl/v/logcj4EUEUly//3347nnnsPzzz+PZs2aISIiAqtWrUJpaSkmTZqE4OBgtG/fHt988w0A691P69atQ+vWrREYGIjRo0fj2rVrdf6OTqdDZGQkoqOjMWzYMMyYMQPffvstbt68CaPRiEWLFqFVq1bw9/dHt27dkJGRYX5v7a49Ux2+++479OzZE4GBgbj33ntx9uxZc30WLlyIn376ydwSVLOVafz48di3bx8uXrxo3rZmzRqMHz++TrBWu2vvl19+wYABAxAQEIC4uDjs2rXL/FqTJk0QGRlpfvj5+SEwMND8fNeuXejTpw+Cg4MRGRmJRx991KJVjl17RMrBQIqIJFu/fj3CwsJw5MgRPPfcc5g2bRr+67/+C/feey+OHz+OBx98EBMnTkRZWVmd9x4+fBiTJ0/Gs88+i6ysLAwcOBCvv/56g3+zSZMmMBqNqK6uxnvvvYdly5bh7bffxsmTJzF06FCMHDkSv/zyS737ePnll7Fs2TJkZmbCx8cHTz75JIDbLUMvvvgi7rrrLnNL0NixY83vi4iIwNChQ7F+/XoAQFlZGTZv3mx+vy1GoxFjxoyBn58fDh8+jJUrV2L27NkNHqtJVVUVXnvtNfz000/YsmUL8vLy8MQTT0h+PxG5kCAikuC+++4TSUlJ5ufV1dUiKChITJw40bzNYDAIAOLQoUNiz549AoC4fv26EEKIcePGieHDh1vsc+zYsUKv15ufr1271uL5uXPnRMeOHUXPnj2FEEJER0eLN954w2IfvXr1En/961+FEELk5uYKAOLEiRNCCGGuw7fffmsun56eLgCImzdvCiGEWLBggUhISKhzvG3atBHvvPOO2LJli2jXrp0wGo1i/fr1IjExUQghhF6vF2vXrq1TXgghduzYIXx8fMSlS5fMr3/zzTcCgPjyyy/r/K377rtPzJw5s852k6NHjwoAori42OK4TP9vich92CJFRJLdfffd5n97e3ujefPm6Nq1q3lbREQEAFgdHH7mzBn06dPHYlvfvn3rlCssLMQdd9yBwMBAdOrUCREREdi4cSOKiorw+++/o1+/fhbl+/XrhzNnzkiud1RUlM06WjNixAiUlJRg//79WLNmTYOtUcDtY42JiUF0dLR5m7VjteXYsWNISUlB69atERwcjPvuuw8AcOHCBcn7ICLXcMyITCLyCL6+vhbPdTqdxTbT4Gej0Sj7bwQHB+P48ePw8vJCVFQUmjRpAgAoKiqSvc/G1NHHxwcTJ07EggULcPjwYXz55Zey6yFFaWkphg4diqFDh2Ljxo1o0aIFLly4gKFDh6KystKpf5uI7McWKSJyiS5duuDw4cMW23788cc65by8vNC+fXvceeed5iAKuD2bLzo6Gt9//71F+e+//x5xcXGy6+Xn54dbt27VW+bJJ5/Evn37MGrUKDRr1qzBfXbp0gUXL16EwWAwb7N2rNb8+9//xrVr15CWlob+/fujc+fOklvPiMj12CJFRC4xY8YM9OvXD2+//TZGjRqFHTt2WMy4k2LWrFlYsGAB2rVrh27dumHt2rXIysrCxo0bZdcrNjYWubm5yMrKQqtWrRAcHAx/f3+LMl26dMHVq1clpzcYPHgwOnbsiMcffxxvvfUWioqK8PLLL0t6b+vWreHn54e///3vmDp1KrKzs/Haa6/ZfVxE5BpskSIil7jnnnuwatUqvPfee0hISMDOnTvxyiuv2LWPGTNmIDU1FS+++CK6du2KjIwMbNu2DR06dJBdr4cffhjJyckYOHAgWrRogc8++8xquebNm1u0kNXHy8sLX375JW7evInevXvjqaeewhtvvCHpvS1atMC6devw+eefIy4uDmlpaXj77bclHw8RuZZOCCHcXQkiIrWLiorCa6+9hqeeesrdVSEiF2LXHhFRI5SVleH777/H5cuXcdddd7m7OkTkYuzaIyJqhI8++giPPPIInn/+ebtSHBCRNrBrj4iIiEgmtkgRERERycRAioiIiEgmBlJEREREMjGQIiIiIpKJgRQRERGRTAykiIiIiGRiIEVEREQkEwMpIiIiIpn+P59K9WFcTDLhAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_errorbar(planetoid1, filt_list=[\"r\"], x_plot=\"midPointMjdTai\", y_plot=\"reduced_mag\")\n", + "fig = plot_errorbar(planetoid1, filt_list=[\"r\"], x_plot=\"phaseAngle\", y_plot=\"reduced_mag\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b334d23a-792c-42a3-a396-533987b08bee", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.365028Z", + "iopub.status.busy": "2024-05-16T16:38:16.364799Z", + "iopub.status.idle": "2024-05-16T16:38:16.830194Z", + "shell.execute_reply": "2024-05-16T16:38:16.829613Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.365012Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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QunVrbNy4EQBQUlKCF154wXU1JSIiIlIZSVReeieTxWLB1q1b8euvvwIA2rVrh3vuuQc+PtpPTWU2m2EwGFBcXOxwCJOIiIjUxxPXb8WBlJ4xkCIiItIeT1y/FQ3tAUBpaSl2796N3Nxc3Lhxw+61GTNm1LliRERERGqnKJA6fPgw7rvvPly5cgWlpaUIDw/HxYsXERwcjKZNmzKQIiIiIq+gaELTU089hWHDhuHSpUto0KAB9u7di9OnT6Nbt2546623XF1HIiIiIlVSFEhlZGTg6aefho+PD3x9fXH9+nXExMTgjTfewHPPPefqOhIRERGpkqJAyt/f37Y6r2nTpsjNzQUAGAwGnDlzxnW1IyIiIlIxRXOkunTpggMHDqBt27YYMGAAXnrpJVy8eBEff/wx4uPjXV1HIiIiIlVS1CP12muvISoqCgDw6quvIiwsDNOnT8eFCxewbNky2cfZs2cPhg0bhujoaEiShA0bNlQpc+zYMQwfPhwGgwENGzZEjx49bD1gznz66ado3749goKC0KlTJ3z11Ve1ah8RERGRHIoCqe7du2PgwIEAbg3tpaamwmw24+DBg0hISJB9nNLSUiQkJOCDDz5w+Hp2djb69euH9u3bY9euXTh69ChefPFFBAUFOT3mjz/+iLFjx2Ly5Mk4fPgwRo4ciZEjRyIzM7N2jSQiIiKqgWoSckqShC+++AIjR460bXvwwQfh7++Pjz/+WPZxxowZg9LSUnz55Ze2bb1790bnzp2xdOlSWcdgQk4iIiLt8cT1W1GPVEFBAZ544gnExcUhIiIC4eHhdg9XsFgs2LJlC+644w4kJSWhadOm6NWrl8Phv4rS0tIwePBgu21JSUlIS0tzus/169dhNpvtHkREREQ1UTTZfMKECTh58iQmT56MyMhISJLk6nrh/PnzKCkpwaJFi/DKK6/g9ddfR2pqKkaPHo2dO3diwIABDvfLy8tDZGSk3bbIyEjk5eU5/VsLFy7E/PnzXVp/IiIi0j9FgdR3332H77//vlbzoWrLYrEAAEaMGIGnnnoKANC5c2f8+OOPWLp0qdNASok5c+YgJSXF9txsNiMmJsZlxyciIiJ9UhRItW/fHlevXnV1XexERETAz88PcXFxdts7dOiA77//3ul+RqMR+fn5dtvy8/NhNBqd7hMYGIjAwMC6VZiIiIi8jqI5Uv/85z/x/PPPY/fu3SgoKHDL/KKAgAD06NEDx48ft9v+66+/okWLFk73S0xMxI4dO+y2bdu2DYmJiS6pFxEREZGVoh6pRo0awWw24+6777bbLoSAJEkoLy+XdZySkhKcPHnS9jwnJwcZGRkIDw9H8+bNMWvWLIwZMwb9+/fHwIEDkZqais2bN2PXrl22fR5++GHcfvvtWLhwIQBg5syZGDBgAN5++20MHToU69evR3p6eq3yWxERERHJoSiQGjduHPz9/fGf//ynTpPN09PTbfmoANjmKU2cOBGrVq3CqFGjsHTpUixcuBAzZsxAu3bt8Nlnn6Ffv362fXJzc223qwGAPn364D//+Q9eeOEFPPfcc2jbti02bNjAjOtERETkcorySAUHB+Pw4cNo166dO+rkccwjRUREpD2aySPVvXt33pyYiIiIvJ6iob2//vWvmDlzJmbNmoVOnTrB39/f7vU777zTJZUjIiIiUjNFQ3sV5yTZDiRJtZ5srlYc2iMiItIeT1y/FfVI5eTkuLoeRERERJqjKJCqLo9TRUOHDsW///1vREVFKfkzRERERKqmaLK5XHv27HF7BnQiIiIiT3FrIEVERESkZwykiIiIiBRiIEVERESkEAMpIiIiIoUYSBEREREp5NZA6rnnnkN4eLg7/wQRERGRx8jObL5p0ybZBx0+fLjiCqkBM5sTERFpj6ozm48cOdLuufWWMBWfW2n9FjFEREREcsge2rNYLLbH1q1b0blzZ3z99dcoKipCUVERvvrqK3Tt2hWpqanurC8RERGRaii6Rczf/vY3LF26FP369bNtS0pKQnBwMKZOnYpjx465rIJEREREaqVosnl2djYaNWpUZbvBYMCpU6fqWCUiIiIibVAUSPXo0QMpKSnIz8+3bcvPz8esWbPQs2dPl1WOiIiISM0UBVIrVqyAyWRC8+bNERsbi9jYWDRv3hznzp3Dhx9+6Oo6EhEREamSojlSsbGxOHr0KLZt24ZffvkFANChQwcMHjzYbvUeERERkZ7JziPlzLVr1xAYGKirAIp5pIiIiLTHE9dvRUN7FosFCxYswO23347bbrsNOTk5AIAXX3yRQ3tERETkNRQFUq+88gpWrVqFN954AwEBAbbt8fHx+Pe//+2yyhERERGpmaJA6qOPPsKyZcswbtw4+Pr62rYnJCTY5kwRERER6Z2iQOrcuXOIjY2tst1isaCsrKzOlSIiIiLSAkWBVFxcHL777rsq2//v//4PXbp0qXOliIiIiLRAUfqDl156CRMnTsS5c+dgsVjw+eef4/jx4/joo4/w5ZdfurqORERERKqkqEdqxIgR2Lx5M7Zv346GDRvipZdewrFjx7B582bcc889rq4jERERkSrVOY+UHjGPFBERkfZoJo/UgQMHsG/fvirb9+3bh/T09DpXioiIiEgLFAVSTzzxBM6cOVNl+7lz5/DEE0/UuVJEREREWqAokMrKykLXrl2rbO/SpQuysrLqXCkiIiIiLVAUSAUGBiI/P7/KdpPJBD8/RQsBiYiIiDRHUSB17733Ys6cOSguLrZtKyoqwnPPPcdVe0REROQ1FHUfvfXWW+jfvz9atGhhS8CZkZGByMhIfPzxxy6tIBEREZFaKQqkbr/9dhw9ehRr167FkSNH0KBBA0yaNAljx46Fv7+/q+tIREREpEqKJzQ1bNgQU6dOdWVdiIiIiDRFUSD10UcfVfv6ww8/rKgyRERERFqiKLN5WFiY3fOysjJcuXIFAQEBCA4ORmFhocsq6AnMbE5ERKQ9mslsfunSJbtHSUkJjh8/jn79+mHdunWuriMRERGRKikKpBxp27YtFi1ahJkzZ7rqkERERESq5rJACgD8/Pzw+++/u/KQRERERKqlaLL5pk2b7J4LIWAymfD++++jb9++LqkYERERkdopCqRGjhxp91ySJDRp0gR333033n77bVfUi4iIiEj1FAVSFovF1fUgIiIinSi3COzPKcT5y9fQNCQIPVuFw9dH8nS13IJ3GCYiIiKXSc00Ye6mn5Fvvm7bFmUIwtxhcUiOj/JgzdxDdiCVkpIi+6CLFy9WVBkiIiLSrtRME6avOYTKCSrziq9h+ppDWDK+q+6CKdmB1OHDh+2eHzp0CDdv3kS7du0AAL/++it8fX3RrVs319aQiIiIVK/cIjB/c1aVIAoABAAJwPzNWbgnzqirYT7ZgdTOnTtt/168eDFCQkKwevVqW5bzS5cuYdKkSbjrrrtcX0siIiJStf05hTAVX3P6ugBgKr6G/TmFSGzTuP4q5maK8ki9/fbbWLhwod2tYsLCwvDKK69w1R4REZEXOn/ZeRClpJxWKAqkzGYzLly4UGX7hQsXcPny5TpXioiIiLSlaUiQS8tphaJAatSoUZg0aRI+//xznD17FmfPnsVnn32GyZMnY/To0a6uIxEREalcz1bhiDIEwdnsJwm3Vu/1bBVen9VyO0WB1NKlSzFkyBA89NBDaNGiBVq0aIGHHnoIycnJ+Oc//+nqOhIREZHK+fpImDssDgCqBFPW53OHxelqojkASEIIRxPsZSktLUV2djYAoE2bNmjYsKHLKuZJZrMZBoMBxcXFCA0N9XR1iIiINCM104T5m7PsJp7XVx4pT1y/65SQ02QywWQyoX///mjQoAGEEJAkfUWaRKRd3pRdmUgtkuOjcE+c0Ws+e4oCqYKCAjzwwAPYuXMnJEnCiRMn0Lp1a0yePBlhYWFcuUdEHufJX8VE3s7XR9JVioPqKJoj9dRTT8Hf3x+5ubkIDg62bR8zZgxSU1NdVjkiIiWs2ZUr57SxZldOzTR5qGZEpDeKeqS2bt2Kb775Bs2aNbPb3rZtW5w+fdolFSMiUsJbsysTkWco6pEqLS2164myKiwsRGBgYJ0rRUSkVG2yK2tZuUUgLbsAGzPOIS27AOUWxeuGiKgOFAVSd911Fz766CPbc0mSYLFY8MYbb2DgwIGyj7Nnzx4MGzYM0dHRkCQJGzZsqFLm2LFjGD58OAwGAxo2bIgePXogNzfX6TFXrVoFSZLsHkFB+kr+RUTOeUN25dRME/q9/i3GLt+LmeszMHb5XvR7/VsOWRJ5gKKhvTfffBN333030tPTcePGDTzzzDP4+eefUVhYiB9++EH2cUpLS5GQkIBHH33UYSLP7Oxs9OvXD5MnT8b8+fMRGhqKn3/+ucbAKDQ0FMePH7c950pCIu+h9+zK1vlflfufrPO/lozvysn0RPWo1oFUWVkZZsyYgc2bN2Pbtm0ICQlBSUkJRo8ejSeeeAJRUfI/wEOGDMGQIUOcvv7888/jvvvuwxtvvGHb1qZNmxqPK0kSjEaj7Hpcv34d169ftz03m82y9yXSEz2kC7BmV84rvuZwnpQEwKjR7Mqc/0WkPrUOpPz9/XH06FGEhYXh+eefd0edAAAWiwVbtmzBM888g6SkJBw+fBitWrXCnDlzMHLkyGr3LSkpQYsWLWCxWNC1a1e89tpr6Nixo9PyCxcuxPz5813cAtIrPQQbjuglXYA1u/L0NYcgAXZBh9azK9dm/pe3LD0n8jRFc6TGjx+PDz/80NV1sXP+/HmUlJRg0aJFSE5OxtatWzFq1CiMHj0au3fvdrpfu3btsGLFCmzcuBFr1qyBxWJBnz59cPbsWaf7zJkzB8XFxbbHmTNn3NEk0gG9zk3RW7qA5PgoLBnfFUaD/fCd0RCk6aEvb5j/VRkn1ZPaKZojdfPmTaxYsQLbt29Ht27dqtwaZvHixXWumMViAQCMGDECTz31FACgc+fO+PHHH7F06VIMGDDA4X6JiYlITEy0Pe/Tpw86dOiAf/3rX1iwYIHDfQIDA7nakGqk17kpeh0u0mN2Zb3P/6osNdOEeZuykGf+IzA0hgZh3nBt9ZKSvikKpDIzM9G1a1cAwK+//mr3mqsmdkdERMDPzw9xcXF22zt06IDvv/9e9nH8/f3RpUsXnDx50iX1Iu+k12AD0Pdwkd6yK+t5/ldlqZkmTFtzqMr2PPM1TFtzCEs1+sOF9EdRILVz505X16OKgIAA9OjRw271HXArcGvRooXs45SXl+Onn37Cfffd5+oqkhfRc7DhjcNFWqXn+V8VlVsEZn/+U7Vlnv7vEU3+cCH9UTRHylVKSkqQkZGBjIwMAEBOTg4yMjJseaJmzZqFTz75BMuXL8fJkyfx/vvvY/PmzfjLX/5iO8bDDz+MOXPm2J6//PLL2Lp1K3777TccOnQI48ePx+nTp/HYY4/Va9tIX/QcbHjbcJHW6XX+V0V7fytA0ZWyasuU3ijHP3acqKcaETmnqEfKVdLT0+0SeKakpAAAJk6ciFWrVmHUqFFYunQpFi5ciBkzZqBdu3b47LPP0K9fP9s+ubm58PH5Ix68dOkSpkyZgry8PISFhaFbt2748ccfqwwREtWGnoONbi3C4CMB1c3h9ZFulSN1uCfOiJAgf6RlFwAQSGwdgd5tGuumd+ZWu2r27+9z8NdBbXXTbtImSQjBJRCVmM1mGAwGFBcXIzQ01NPVIRUotwj0e/3bGuemfP/s3Zr7Uk/LLsDY5XtrLLduSm/NDVvqkV7SVFTnzdRf8MGubFll+b6kijxx/fbo0J634TJe7bLOTQH+mItipfW5KXodttTj501vaSqcaRTsL7us1t6X3uTytTK0nL0FLWdvwa7j53XxGXTEo0N73sQbfkXqnXVuSuXzaNT4eYxoKC/1h9xyaqDHz5ueV45WFlGLIXItDqd7g9RME+Zu+tn2/JGVBzT/GXSGgVQ90Gv+IW+kx9xEFpmj+3LLeZqzz5tJ4583Pa8crcwYKi84atwwQBepHvTG2655HNpzs5p+RQK3fkXqtctTj6y5iUZ0vh2JOpjguy9H3sReueU8qbrPG3DrM6fVz5teh2AdsebLqsmCEfGa//zpjTde8xhIuVltfkUSeYbcC5H6L1g1fd4A7X7e9LxytLKKcxKdebx/K9x3p356NfTCG695DKTczJt+RZI2yR0G0sJwUV7xVZeWUxNrL42zcFbCrXlg3jLU1aU503GokTde8xhIuZk3/YokberdunGNq6TCgv3Ru7X6A6nC0hsuLacmel45Wpl1eMgZ68R6PQ0P6YU3XvMYSLlZz1bhsi5S3vIrktTH10fCotGdqi2zcHQnTVygw2+Tt7JQbjm18Yas5oB3Dg/phTf2nHLVngrwNxV5WnJ8FB7v3wrLv8uxy3DuIwFT7mqlmQu03NVecsupkR5XjlbmjcNDeuEt94OsiD1SbrY/p7DGe0YVXSnjLyvyqNRME5btyalymxiLAJbtydFMokc5q7308GtYbytHK9NjbjNvYu05bRpqf3701nNqxUDKzfjLitSuppQBgHbmo1h/DUtwPI9Igv5+DeuSfhaSerXKd6DT6x3pGEi5mTdOvCNt0dt8FG+ZR6RnF0uuu7Qc1S9rQs7zl+0XdeSbr+vqVkZWnCPlZtahhppudqv1oQbSLj32mnrDPCI94w9Q7fKmWxlZsUfKzbxpyTJpk14vWnqfR6RncjObX9JgGgu901sPtxwMpOpBcnwUpvZvBanS97gkAVP7a2dFFOmTNy5XJnXz9ZHw4tAONZZbsEUbc/e8iR57uGvCQKoe6GVFFOkTe01JjcJkrMjTW8+GHui1h7s6DKTcTE8roqpTbhFIyy7AxoxzSMsu0Hx7vI23LVcm9fPGng098MYebk42d7PajBdr4V5mjqRmmjB/c5ZdO6MMQZg7LI4XYA3hBG1SE2/s2dADJuQkl9P7ryrrMtfKwWJe8TVdLnPVO07QJrWoqWcD0F/Phl54WwoS9ki5mZ5/VXnjMlc9KrcI9kKR6lTs2XBmeEIU36sq5U093Ayk3EzPeaS8YdhS7zgsS2pmXfH8rz05Dl9fticHXZqH8b2qUtYebr3j0J6b6XlFlN6HLfWOw7KkduUWgU1Hqn8f6mGxDmkbA6l6oNfxYt5YVLtqGpYFeIEiz/PG5I6kPRzaqye6HC/mjUU1y9uGZTkPTJvY601awECqHultvJg3FtUub7pApWaaMHfTz8g3//E+5DwwbdDzYh3SDw7tkWJyv7wuXr7OISKV8ZYLlHUeWMUgCuA8MK3wxuSOpD0MpEgxOXleAGDBlmPo9/q3vGipiDdcoDgPTPv0vFiH9IOBFClW3ZdcZewBUBdvuEBxorI+6HWxDukH50hRnVi/5OZtykKeufqLFhN0qktyfBQ+eKgrXtiYicLSG7btRp3MH/KmeWB6p8vFOqQbDKTIRWoeHtHbSjCtS800YcGWLLsgKryhP14c2kHzQRTA9Bx6o7fFOqQfHNqjOrFO5s0zy1+Zxx4Az3OWjPNSaRme+M9hfQzBMj0HkWpcuXETLWdvQcvZW3Dlxk1PV8elGEiRYtVN5q2O1leCaZ23TMJmeg4iqg8MpEixmibzVqaHlWB64C2TsL0lxQOR2l25cRNxL33j6Wq4DQMpUqw2Q3R6WQmmB94yCdsbUjwQadH+nELN93hXxECKFKvNL/nI0EAuVVYJb+mpkZOeg4E9kft9k5ln9/yRlQd0lVuQgRQpJjch5y28WKlFtxZhkGo4HZJ0q5zWWdNzGBr4V3nNEFx1GxG51sKvsvDUf49U2W7SUW5BBlKkWG0Scuab9fOh0boDpwohauhVF+JWOb0oulpWZVvxlTK+J4nc6KujJvxrT47T1wX0sbCFgRTVibOsw5UJ6OdDo3Vp2QUuLadm1hWKjvA9SeQ+5RaBFzZm1lhODwtbGEhRnSXHR+H7Z+/Gi0M71FhWDx8a7ZMbNGg/uJCzspTvSSLX259TaJfstzpaX9jCQIpcwtdHQvht8jJEV3crGXK/xNYRLi2nZnLfa3xPErlWbYIjrS9s4S1iyGUKZSY2lFuO3KN3m8ZoFOyPoitV5w1ZNQr2x50xBrScvQUAkPVyEoID1P91cflaGTrN2woAWDWpBy7K/DLne5LIteQGR+EN/TWfgoQ9UuQy4Q0DXFqO3MPXR8KY7s2qLVP5dS3kfUnNNGHw4t2254+sPID3d2bL2pfvSSLXsq7qrskrI+I1n4KEgRS5jNHQwKXlyD3KLQKbjlS/Uu2T9LNVghI1532x3jswv9I9H4sdrNZzROvvyXKLQFp2ATZmnENadoHqg17Sv4qrup15vH8r3HdndD3VyH3U31dPqlduEdifU4i84qsIbxhQ7QRDZpL2PDkTsB0N++X9L++L2hKrKr3no5XW35OpmSbM35xld06jDEGYOyxOVeeJqLIuzbWfqw5gIEV15OhL3BkJ+sskbQ0iz1++hqYhty7Iam+f0hUyArfO4fzNWbgnzqiadtb2no8Vaf09ae2JqxxEqjXolUuLnyuyV13qEUCd3yVKMZAixZx9iTuix1/IWu0JqMsKmYo3NE5s09h1laqDvOKrssoZgvxQfO2m7bkWzlV1quuJU2vQK4dWP1dkrzY3R1fLd4lSDKRIETnDKeEN/fHi/9cRxlD9/aLUck+AdRJoXvE1xcNhasr7IjdXzZN3t0X87Qbd9HLo8UJV0+fqg4e6IKxhoG7OoZ55y83RAQZSpJCc4ZTC0jIYQ4M08yUul9Z7AqyTQKevOQQJytJuqinvi9z8ZREhgbp6L+rtQlXT5woAnlx3GBXn0bOnSr285eboAFftkUJ6+xKvjdr0BKiV9dY+TUPtgxBjaCCCA3yr3bdRsLryvhhD5X0Ryy2nFXq7UMn5cVZ5MWKejm58qzc13dRegvYXelixR4oU0duXeE0qTn49kV8iax+1B5HJ8VG4J85oN6m3W4sw9HxtO67cKHe6n9r62Kxf2NVdhPXyhV1RTUO0EgCjhtqt5POihR5gb1Wx59sRAWB4QpQuzhl7pEgRb/q1kZppQr/Xv8XY5Xsxc30G3t95UtZ+WggifX0kJLZpjBGdb0dim8Y4ePpStRnPAeDSlTJV9bb5+kgYnlD90I5evrArqpinp3LLrM+1tCJR6edFCz3A3io5PgpT+7dy+vq/9uToojeRgRQporcvcWesk19rs7xey0GkFods5SQY3XTEpMskldYhWmOlDNJGQ5CqFzw4UtOPs5qo6T1Jt5RbBD5JP1ttmdmf/6T5zyaH9kgx65d45aXKRp1MAFWS6FHrQaQWh2zlzK3R2uq12nA0RKvF1Wx1XQShpvck3bI3u6DGHu6iK2XYm12Avm21e5N0BlJUJ3r5EndESaJHrQeR3VqEwUeqOqm3sosqusmvFnvRXM06RKt1zn6cVfee1NpcMG+S9ttF2eUYSJFX08uXeGVyL7xPDmyDtpEhuggiD56+VGMQBQDzNv2M+zqpY95RXXrRrty4ibiXvgEAZL2chOAAfiV6mqMfZ5dKb+CJ/9yatFzx7an1HmD9k3tOtH3u+K1B5ITcC3Tf2Ca6CSTlBo8FpTdUM1Smt9Vr5PjH2RIf/U4j0KvENo1lLc5Rw/dIXTCQInLCGy/QtZlnopahsurm1rDHQj/0PI1Ar3q3boxGwf7VzpMKC/ZH79baDqS4ao/ICW9ZmVhRz1bhCG/oL6usmib3Ok0wqsHVa+Rc5XQdevrs6ZGvj4RFoztVW2bh6E6aP48eDaT27NmDYcOGITo6GpIkYcOGDXavS5Lk8PHmm29We9wPPvgALVu2RFBQEHr16oX9+/e7sRWkZ3paXi6Hr4+E+7veXmM5NaZ3SI6Pwo+zB2HdlN5478HOWDelN75/9m7dnSNvV24RSMsuwMaMc0jLLtD80nm9S46PwtLxXRFZ6UdOlCEIS3XyHerRob3S0lIkJCTg0UcfxejRo6u8bjLZ54b5+uuvMXnyZNx///1Oj/nJJ58gJSUFS5cuRa9evfDuu+8iKSkJx48fR9OmTV3eBtI/bxpSKLcIfHk0r8ZyLw5VZ0+cXhc+0C2pmSbM3ZiJ/Mt/3Kg6MiQA80fE6+KCrFd6/w71aCA1ZMgQDBkyxOnrRqPR7vnGjRsxcOBAtG7d2uk+ixcvxpQpUzBp0iQAwNKlS7FlyxasWLECs2fPdk3Fyet4ywVabsqHsIYB9VAboj+kZpowzcHtRvIv38C0NYd007uhV3r+DtXMHKn8/Hxs2bIFkydPdlrmxo0bOHjwIAYPHmzb5uPjg8GDByMtLc3pftevX4fZbLZ7EHkj5mQiNSq3CKT890i1ZVL+e4TDfOQRmgmkVq9ejZCQEIdDgFYXL15EeXk5IiMj7bZHRkYiL8/5cMXChQthMBhsj5iYGJfVm0hLtJjZnPTvxxMXq72RNgBcuVGOH0/ISwBJrnHlxk20nL0FLWdvwZUbNz1dHY/RTCC1YsUKjBs3DkFBrv8CnzNnDoqLi22PM2fOuPxvEGmBN92MmrTjs8PV36+ttuXINSr2AO7PKay2R7DcIvDtsXxb4PXtsXzd9CBqIo/Ud999h+PHj+OTTz6ptlxERAR8fX2Rn59vtz0/P7/KfKuKAgMDERgY6PR1Im9R0/3OBNSV8oGZyfWn3CKqTEquqTfKKudiqZtrR1apmSbM3fSz7fkjKw8gykmC1NRME2Z/9hOKrv6RT+rR1eloFOyPRaM7aX5umyZ6pD788EN069YNCQkJ1ZYLCAhAt27dsGPHDts2i8WCHTt2IDEx0d3VJNIFa8qH0AZVg5JGwfJyTHkKhxq0LTXThH6vf4uxy/di5voMjF2+F/1e/xYhQb6y9s+5WKqbXg41S800YfqaQ8g3299zM6/4GqavOYTUTJNd2WlrDtkFUVZFV8owrVJ5LfJoIFVSUoKMjAxkZGQAAHJycpCRkYHc3FxbGbPZjE8//RSPPfaYw2MMGjQI77//vu15SkoKli9fjtWrV+PYsWOYPn06SktLbav4iEge89WqgUjx/7741Bqo1GaoQUl5ch/rxbnyqtG84mv47NDvso5hvnYT+3MK3VE9+p9yi8D8zVkO7/Zg3TZ/cxbKLQLlFoF5m7JqPOa8TT9r+rPn0X7w9PR0DBw40PY8JSUFADBx4kSsWrUKALB+/XoIITB27FiHx8jOzsbFi39MMBwzZgwuXLiAl156CXl5eejcuTNSU1OrTEAnIsfkfFFay3laxTr8c+dJfHrwjzky1Q01ALUbmiD3quk9JwHw95Vwo7zm9xxXlLpXTSlSBABT8TVbQJtnrvl85Jmvq+benUp4NJD605/+BCGq/2BMnToVU6dOdfr6qVOnqmx78skn8eSTT9a1ekSaVXHuUPoLg9D9lVvD3VkvJyHQz7faxHhyc0kdPH0Jf2rnuSS3lQOh93dmVyljHWqonIXe2vtR+dvHWXlyLzkXZzlBFMAVpe7mrhQpWg6AOTOTyItsy8rHa18ds5vbULkXRu4X2oXL12su5CbOAqHKrL0Z8zdn4Z44I3x9JFm9HxXLk/vJfc81auCP4qtlXnMTcTVyV4oULQfAmphsTkTKVRz+mrk+o8YJonK/0JqEeGala3WBkCOVhxpqOzRB7if3PTepbysA3nMTcTWqTYqUnq3CYQyt+dxKAC6Veu6HWV0xkCLSoYrBU6/Xvq22bOUJojV9UVp1axFWt0oqJHfosTJrr8e2rJrvJVixPLmf3Ivzk3fHetVNxNXImiIFqDmg9fWRMG94XI3HFACe+M9hza7eYyBFpDOpmSYMXry7VvtU7IWp7ouyooOnL3lkwrnSAKdpSBBSM01Y8cMp2eW1qNwikJZdgI0Z55CWXaCKRQE1qc3FOTk+Ct8/ezfWTemN9x7sjHVTeuP7Z+9mEFWPrClSmoba90o7CmiT46OwdHxXWalTrD/mtIZzpIh0RO7cIWesQYr1i3Lupp/thgJ9JMD6PeepVW61DXCsc2e6tQhD/zd2ytrHGBqoybk21gn41c2BUyvre27+5iy7Hkejg/rr+Qa4WpEcH4W+sRHoNG8rAGDVpB64q20Th0OryfFRCAn0x7gP9zk9XsUfc1o7twykiHSitnOHHKkYpFT+ogT+CKKsPLHKzToMlFd8rca2VuzNOHj6kqyl2AAwtmdzzc210cNKxOT4KNwTZ6x2VSmpR0iQP04tGiqr7EWZc6C0OKTOoT0inVA6d8jK0T30arqAVZ5fVR8qDgPVpOJQQ22+oFtGNFRaPY+oTZJEtbP2No3ofDsS2zRmEKUTer4hOgMpIp2o6y+5B3tU7YUJDvDDuim9q93PE6vckuOjMLV/K1S+xlZ8umpSD7u5M7X5gtbalzlXIpLa6fmG6AykiHSirhf/lhHBDre7KwFfXaRmmrBsT06VoUZrHqil47viT+2a2gWGcpdia3F+lBrPEVFFtVlQoDUMpIh04lagoDy3U0RDx/ueulgqa//66sWRMxfM0TCW3KXY84Z31NyXuZ6HTUg/arPaT0sYSBHphK+PhLE9mys/gIPYodwisG5/btUXKqnPXpy6DGPJWYrd/44mrqhmvdLzsAnpS3J8FLanDLA9rzwEr0UMpIh0pC6TpC+WVF1Vsz+nEHnmmlfb/P/dmtVbL05dh7GS46Nw8IV7sPaxXpg2oLUrq+Yxeh42If2pPOSu9fclAykiHanL0I2jfeUGLS0a198qN1cMY/n6SOgbG4EZg9pWeW1/TqEmVrdVZh02YdZvovrFPFJEOtKzVTgiQwOr3E+vOtXd7FWN992rKY9UXW9e66lEo67APExE9Y89UkQ64usjYXZy+1rv52zYR4333bMOYznrMxKQP4y1LSvf4fbKN3LWEuZhIqpfDKSIdCQ104RFqb/ILt+4YUC1wz5yk19q8WJdbhF47atjDl/TWhJLIi0JDvDDqUVDcWrRUAQHaH9gjIEUkU5YbxEid1hPAmSvlgltUPXLztCg5puQuoM1/YEzEuQFQPtzCqv9v2ISS225cuMmWs7egpazt+DKjZuerg55EQZSRDqg5D57AkDGmaJqy1iDs+KrVS9MxVfLalVHV3FVFm8msSQiV2AgRaQDSu+zV12Q4IqbILuDqwIgJrEkIldgIEWkA0p7TaoLEup6E2R3cVUAFH97aI3HaBTszySWGlFxKFerKSxImxhIEelAbXtN5GS6VuuQVn1m8S66UoZtWXl1Pg65V2qmCYMX77Y9f2TlAfR7/VtNrrok7WEgRaQDPVuFI7xh7SZ/15QiQK1DWq7I4l35wuuM3Inr5DnOFlloOYUFaQsDKSId8PWR8MqIeFllo2RmupbT8+Mpdbn5aW1WN3LlnrpVN4+PKSyovjCQItKJ++6MxuP9W1Vb5smBbWSnPKip56fipckTc1KU3PxU6QR6tQ5zejtXreAkqgsGUkQ6Mue+OLzzQILT1/8yMLZWyTOd9fwYgv3RqEIeKU/NSantzU+VTqBX6zCnt2MKC1IDBlJEOpMUb7R7vmpSD2S/dp/iLMKVe36eHNgGxVfKUFQpj5Qn5qTUNkNybS+orpy4Tq7HFBakBgykiHTOFTetrbj/pwfPanZOSm0uqHInrpPn1OcKTiJnGEgRUY2sPT/rpvTW9G1V5N6EGZA3cZ08q7p5fFYMhMndGEgRkWxan5Mi58ILyJu4TurgbB4fALz7YGeeQ3I7BlJEOhMc4Iesl5Pccmw9zElxmjoh9I86u2I4lOpPcnwUNj3Zt8r2e+IiPVAb8jYMpIhINr3MSXGUOmFbSn8P1ojcgbeKofpQ+yU8ROS1rENj09ccqpJLSmuTs0OC/HFq0VC7bZWfk/qVWwTe//YEPvw+p8prj6w8gChDEOYOi+MQH7kNe6SIqFbqklWcyJVSM03o9so2vLP9BMzXbjosY+KtYsjN2CNFRLWWHB+FvrER6DRvK4BbQ2N3tW2iiZ4o0gfrrX7kDNwJ3ErLcU+cke9Rcjn2SBGRIrXNKk7kKkpu9aPmtBykbQykiIhIU5Te6ketaTlI2zi0R6RD1gSaRHqkNCBSc1oO0i72SBERkaYoCYgaNfBXfVoO0iYGUkREpCm1udWP1aS+LTmPj9yCgRQREWmK3Fv9WIUF++PJu9u6t1LktRhIERGR5ljzmRkN1Q/zSQAWju7E3ihyG042JyIiTUqOj8I9cUbszynE9qw8fJFxDoWlZbbXjaFBmDecWc3JvRhIERGRZvn6SEhs0xiJbRrjuaFx+O7EBTyy8gAAYFtKf4QE+Xu4hqR3HNojIiJd8PWR7FbmcTiP6gN7pIiISDeYQ43qG3ukiIiIiBRijxQRKcJf/kRE7JEiIiIiUoyBFBEREZFCDKSIiIiIFGIgRURERKQQAykiIiIihRhIERERESnEQIqIiIhIIQZSRERERAoxkCIiIiJSiIEUERERkUIMpIiIiIgUYiBFREREpBADKSIiIiKFGEgRERERKcRAioiIiEghP09XQI2EEAAAs9ns4ZoQERGRXNbrtvU6Xh8YSDlw+fJlAEBMTIyHa0JERES1dfnyZRgMhnr5W5Koz7BNIywWC37//XeEhIRAkiRPV8flzGYzYmJicObMGYSGhnq6OvXKW9vOdrPd3sJb285232q3EAKXL19GdHQ0fHzqZ/YSe6Qc8PHxQbNmzTxdDbcLDQ31qg9cRd7adrbbu3hruwHvbTvbjXrribLiZHMiIiIihRhIERERESnEQMoLBQYGYu7cuQgMDPR0Veqdt7ad7Wa7vYW3tp3t9ly7OdmciIiISCH2SBEREREpxECKiIiISCEGUkREREQKMZAiIiIiUoiBlEacO3cO48ePR+PGjdGgQQN06tQJ6enptteFEHjppZcQFRWFBg0aYPDgwThx4oTdMVq2bAlJkuweixYtsitz9OhR3HXXXQgKCkJMTAzeeOONKnX59NNP0b59ewQFBaFTp0746quv3NPo/6mp7Z9//jnuvfdeNG7cGJIkISMjo8oxrl27hieeeAKNGzfGbbfdhvvvvx/5+fl2ZXJzczF06FAEBwejadOmmDVrFm7evGlXZteuXejatSsCAwMRGxuLVatWuaPJAFzT7j/96U9Vzvm0adPsymip3WVlZXj22WfRqVMnNGzYENHR0Xj44Yfx+++/2x2jsLAQ48aNQ2hoKBo1aoTJkyejpKTErozW3uty267Fz3lN7/V58+ahffv2aNiwIcLCwjB48GDs27fP7hhaPOeuaLcez3dF06ZNgyRJePfdd+22q+p8C1K9wsJC0aJFC/HII4+Iffv2id9++01888034uTJk7YyixYtEgaDQWzYsEEcOXJEDB8+XLRq1UpcvXrVVqZFixbi5ZdfFiaTyfYoKSmxvV5cXCwiIyPFuHHjRGZmpli3bp1o0KCB+Ne//mUr88MPPwhfX1/xxhtviKysLPHCCy8If39/8dNPP3ms7R999JGYP3++WL58uQAgDh8+XOU406ZNEzExMWLHjh0iPT1d9O7dW/Tp08f2+s2bN0V8fLwYPHiwOHz4sPjqq69ERESEmDNnjq3Mb7/9JoKDg0VKSorIysoS//jHP4Svr69ITU1VbbsHDBggpkyZYnfOi4uLNdvuoqIiMXjwYPHJJ5+IX375RaSlpYmePXuKbt262R0nOTlZJCQkiL1794rvvvtOxMbGirFjx9pe1+J7XW7btfY5l/NeX7t2rdi2bZvIzs4WmZmZYvLkySI0NFScP3/eVkZr59xV7dbj+bb6/PPPRUJCgoiOjhbvvPOO3WtqOt8MpDTg2WefFf369XP6usViEUajUbz55pu2bUVFRSIwMFCsW7fOtq1FixZV3owV/fOf/xRhYWHi+vXrdn+7Xbt2tucPPPCAGDp0qN1+vXr1Eo8//nhtmiRbTW2vKCcnx2FAUVRUJPz9/cWnn35q23bs2DEBQKSlpQkhhPjqq6+Ej4+PyMvLs5VZsmSJCA0Ntf1/PPPMM6Jjx452xx4zZoxISkpS0rRquaLdQtwKpGbOnOl0Xy2322r//v0CgDh9+rQQQoisrCwBQBw4cMBW5uuvvxaSJIlz584JIbT/Xreq3HYhtPc5V9Lu4uJiAUBs375dCKHNc+6Kdguh3/N99uxZcfvtt4vMzMwqbVTb+ebQngZs2rQJ3bt3x5///Gc0bdoUXbp0wfLly22v5+TkIC8vD4MHD7ZtMxgM6NWrF9LS0uyOtWjRIjRu3BhdunTBm2++aTeEk5aWhv79+yMgIMC2LSkpCcePH8elS5dsZSr+HWuZyn/HVWpquxwHDx5EWVmZXb3bt2+P5s2b2+qdlpaGTp06ITIy0lYmKSkJZrMZP//8s61MfbXdFe22Wrt2LSIiIhAfH485c+bgypUrttf00O7i4mJIkoRGjRrZ6tuoUSN0797dVmbw4MHw8fGxDYvo5b1eue1WWvqc17bdN27cwLJly2AwGJCQkGCrr9bOuSvabaW3822xWDBhwgTMmjULHTt2rHIMtZ1vBlIa8Ntvv2HJkiVo27YtvvnmG0yfPh0zZszA6tWrAQB5eXkAYHcxtD63vgYAM2bMwPr167Fz5048/vjjeO211/DMM8/YXs/Ly3N4jIp/w1mZin/HlWpquxx5eXkICAiocrGpWO+6tN1sNuPq1au1bVq1XNFuAHjooYewZs0a7Ny5E3PmzMHHH3+M8ePH217XeruvXbuGZ599FmPHjrXdsDQvLw9Nmza1K+fn54fw8HCXnG+1vNcdtR3Q3udcbru//PJL3HbbbQgKCsI777yDbdu2ISIiwlZfrZ1zV7Qb0Of5fv311+Hn54cZM2Y4PIbazrdfrUqTR1gsFnTv3h2vvfYaAKBLly7IzMzE0qVLMXHiRNnHSUlJsf37zjvvREBAAB5//HEsXLhQtbcVcFXbtcZV7Z46dart3506dUJUVBQGDRqE7OxstGnTxuX1rqvatLusrAwPPPAAhBBYsmSJJ6rrUq5qu9Y+53LbPXDgQGRkZODixYtYvnw5HnjgAezbt6/KBVUrXNVuvZ3vgwcP4r333sOhQ4cgSZKHaysPe6Q0ICoqCnFxcXbbOnTogNzcXACA0WgEgCqr0PLz822vOdKrVy/cvHkTp06dsh3H0TEq/g1nZar7O3VRU9vlMBqNuHHjBoqKiuy2V6x3XdoeGhqKBg0ayK6PHK5otyO9evUCAJw8eRKAdtttDSROnz6Nbdu22fXIGI1GnD9/3q78zZs3UVhY6JLz7en3enVtd0Ttn3O57W7YsCFiY2PRu3dvfPjhh/Dz88OHH35oq6/Wzrkr2u2I1s/3d999h/Pnz6N58+bw8/ODn58fTp8+jaeffhotW7a01VdN55uBlAb07dsXx48ft9v266+/okWLFgCAVq1awWg0YseOHbbXzWYz9u3bh8TERKfHzcjIgI+Pj+2XTWJiIvbs2YOysjJbmW3btqFdu3YICwuzlan4d6xlqvs7dVFT2+Xo1q0b/P397ep9/Phx5Obm2uqdmJiIn376ye7Dab1IWT/09dl2V7TbEWuKhKioKADabLc1kDhx4gS2b9+Oxo0b25VPTExEUVERDh48aNv27bffwmKx2AJJrb7Xa2q7I2r/nCt9r1ssFly/fh2ANs+5K9rtiNbP94QJE3D06FFkZGTYHtHR0Zg1axa++eYbW31Vdb5rNTWdPGL//v3Cz89PvPrqq+LEiRNi7dq1Ijg4WKxZs8ZWZtGiRaJRo0Zi48aN4ujRo2LEiBF26Q9+/PFH8c4774iMjAyRnZ0t1qxZI5o0aSIefvhh2zGKiopEZGSkmDBhgsjMzBTr168XwcHBVZaL+vn5ibfeekscO3ZMzJ07161LwuW0vaCgQBw+fFhs2bJFABDr168Xhw8fFiaTyVZm2rRponnz5uLbb78V6enpIjExUSQmJtpet6YBuPfee0VGRoZITU0VTZo0cZgGYNasWeLYsWPigw8+cFsaAFe0++TJk+Lll18W6enpIicnR2zcuFG0bt1a9O/fX7PtvnHjhhg+fLho1qyZyMjIsFvyXXF1TnJysujSpYvYt2+f+P7770Xbtm3tlkZr8b0up+1a/JzX1O6SkhIxZ84ckZaWJk6dOiXS09PFpEmTRGBgoMjMzLQdR2vn3BXt1uP5dsTRykQ1nW8GUhqxefNmER8fLwIDA0X79u3FsmXL7F63WCzixRdfFJGRkSIwMFAMGjRIHD9+3Pb6wYMHRa9evYTBYBBBQUGiQ4cO4rXXXhPXrl2zO86RI0dEv379RGBgoLj99tvFokWLqtTlv//9r7jjjjtEQECA6Nixo9iyZYt7Gv0/NbV95cqVAkCVx9y5c21lrl69Kv7yl7+IsLAwERwcLEaNGmUXaAkhxKlTp8SQIUNEgwYNREREhHj66adFWVmZXZmdO3eKzp07i4CAANG6dWuxcuVKdzW7zu3Ozc0V/fv3F+Hh4SIwMFDExsaKWbNm2eWR0lq7rakeHD127txpK1dQUCDGjh0rbrvtNhEaGiomTZokLl++bPd3tPZel9N2rX7Oq2v31atXxahRo0R0dLQICAgQUVFRYvjw4WL//v12x9DiOa9ru/V4vh1xFEip6XxLQghRuz4sIiIiIgI4R4qIiIhIMQZSRERERAoxkCIiIiJSiIEUERERkUIMpIiIiIgUYiBFREREpBADKSIiIiKFGEgRERERKcRAiojcYteuXZAkqcrNoitatWoVGjVq5LK/eerUKUiSZLunYH1q2bIl3n333WrLSJKEDRs21Plvyfm/JaL6wUCKiNyiT58+MJlMMBgMsvdZtWoVJEmCJEnw8fFBs2bNMGnSpCp3encmJiYGJpMJ8fHxsv/mvHnz0Llz5yrbW7ZsCUmSsH79+iqvdezYEZIkYdWqVbZtBw4cwNSpU2X9zYrtdPY4deqU0/2V/N8SkXswkCIitwgICIDRaIQkSbXaLzQ0FCaTCWfPnsXy5cvx9ddfY8KECbL29fX1hdFohJ+fn5IqVxETE4OVK1fabdu7dy/y8vLQsGFDu+1NmjRBcHCwrOOOGTMGJpPJ9khMTMSUKVPstsXExDjdX+n/LRG5HgMpIpLlT3/6E/7617/ib3/7G8LCwhAZGYnly5ejtLQUkyZNQkhICGJjY/H1118DcDz8tGrVKjRv3hzBwcEYNWoUCgoKqvwdSZJgNBoRHR2NIUOGYMaMGdi+fTuuXr0Ki8WCl19+Gc2aNUNgYCA6d+6M1NRU276Vh/asddixYwe6d++O4OBg9OnTB8ePH7fVZ/78+Thy5IitJ6hiL9O4ceOwe/dunDlzxrZtxYoVGDduXJVgrfLQ3okTJ9C/f38EBQUhLi4O27Zts73WoEEDGI1G2yMgIADBwcG259u2bUOvXr0QEhICo9GIhx56yK5XjkN7ROrBQIqIZFu9ejUiIiKwf/9+/PWvf8X06dPx5z//GX369MGhQ4dw7733YsKECbhy5UqVffft24fJkyfjySefREZGBgYOHIhXXnmlxr/ZoEEDWCwW3Lx5E++99x7efvttvPXWWzh69CiSkpIwfPhwnDhxotpjPP/883j77beRnp4OPz8/PProowBu9Qw9/fTT6Nixo60naMyYMbb9IiMjkZSUhNWrVwMArly5gk8++cS2vzMWiwWjR49GQEAA9u3bh6VLl+LZZ5+tsa1WZWVlWLBgAY4cOYINGzbg1KlTeOSRR2TvT0T1SBARyTBgwADRr18/2/ObN2+Khg0bigkTJti2mUwmAUCkpaWJnTt3CgDi0qVLQgghxo4dK+677z67Y44ZM0YYDAbb85UrV9o9//XXX8Udd9whunfvLoQQIjo6Wrz66qt2x+jRo4f4y1/+IoQQIicnRwAQhw8fFkIIWx22b99uK79lyxYBQFy9elUIIcTcuXNFQkJClfa2aNFCvPPOO2LDhg2iTZs2wmKxiNWrV4suXboIIYQwGAxi5cqVVcoLIcQ333wj/Pz8xLlz52yvf/311wKA+OKLL6r8rQEDBoiZM2dW2W514MABAUBcvnzZrl3W/1si8hz2SBGRbHfeeaft376+vmjcuDE6depk2xYZGQkADieHHzt2DL169bLblpiYWKVccXExbrvtNgQHB6Ndu3aIjIzE2rVrYTab8fvvv6Nv37525fv27Ytjx47JrndUVJTTOjoydOhQlJSUYM+ePVixYkWNvVHArbbGxMQgOjrats1RW505ePAghg0bhubNmyMkJAQDBgwAAOTm5so+BhHVD9fMyCQir+Dv72/3XJIku23Wyc8Wi0Xx3wgJCcGhQ4fg4+ODqKgoNGjQAABgNpsVH7MudfTz88OECRMwd+5c7Nu3D1988YXieshRWlqKpKQkJCUlYe3atWjSpAlyc3ORlJSEGzduuPVvE1HtsUeKiOpFhw4dsG/fPrtte/furVLOx8cHsbGxaN26tS2IAm6t5ouOjsYPP/xgV/6HH35AXFyc4noFBASgvLy82jKPPvoodu/ejREjRiAsLKzGY3bo0AFnzpyByWSybXPUVkd++eUXFBQUYNGiRbjrrrvQvn172b1nRFT/2CNFRPVixowZ6Nu3L9566y2MGDEC33zzjd2KOzlmzZqFuXPnok2bNujcuTNWrlyJjIwMrF27VnG9WrZsiZycHGRkZKBZs2YICQlBYGCgXZkOHTrg4sWLstMbDB48GHfccQcmTpyIN998E2azGc8//7ysfZs3b46AgAD84x//wLRp05CZmYkFCxbUul1EVD/YI0VE9aJ3795Yvnw53nvvPSQkJGDr1q144YUXanWMGTNmICUlBU8//TQ6deqE1NRUbNq0CW3btlVcr/vvvx/JyckYOHAgmjRpgnXr1jks17hxY7sesur4+Pjgiy++wNWrV9GzZ0889thjePXVV2Xt26RJE6xatQqffvop4uLisGjRIrz11luy20NE9UsSQghPV4KISOuioqKwYMECPPbYY56uChHVIw7tERHVwZUrV/DDDz8gPz8fHTt29HR1iKiecWiPiKgOli1bhgcffBB/+9vfapXigIj0gUN7RERERAqxR4qIiIhIIQZSRERERAoxkCIiIiJSiIEUERERkUIMpIiIiIgUYiBFREREpBADKSIiIiKFGEgRERERKfT/AAryAy0hHn0SAAAAAElFTkSuQmCC", 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gWrZs6ZtSAgAA+JBXTWDLli3T2LFjddlll9lCzg8//KB27drpvffekyQVFxfrj3/8o+9KCgAA4CMmo+pQLjdZLBZ98skn+vbbbyVJnTt31rXXXquIiNCfWqioqEhms1mFhYUOm/oAAEDw8eT72+sAVJ8RgAAACD2efH971QQmSSUlJdq0aZOOHDmis2fP2u275557vL0sAACA33kVgPbs2aNRo0aptLRUJSUlSkhI0MmTJxUXF6dmzZoRgAAAQFDzqsPOrFmzNGbMGP38889q2LChtm3bpsOHD6tv3756+umnfV1GAAAAn/IqAGVmZuoPf/iDIiIiFBkZqfLycrVs2VJPPvmkHnroIV+XEQAAwKe8CkBRUVG20V7NmjXTkSNHJElms1k//PCD70oHAADgB171Aerdu7d27Nihjh07aujQoVqwYIFOnjyp119/Xd26dfN1GQEAAHzKqxqgP//5z0pOTpYk/c///I+aNm2q6dOn66efftLLL7/s9nU2b96sMWPGqEWLFjKZTFq9enW1Y/bv36/rr79eZrNZjRo1Ur9+/Ww1Ts68/fbb6tKli2JjY9W9e3d9+OGHHt0fAACo37wKQFdccYWuueYaSReawDIyMlRUVKRdu3apZ8+ebl+npKREPXv21Isvvuhwf3Z2tgYPHqwuXbpo48aN2rt3r+bPn6/Y2Fin1/zyyy81adIkTZ06VXv27NG4ceM0btw47du3z7ObBAAA9VbQTIRoMpn07rvvaty4cbZtN910k6KiovT666+7fZ2JEyeqpKREH3zwgW3bwIED1atXLy1dutStazARIgAAoceT72+vaoDy8/M1Y8YMpaSkKDExUQkJCXYvX7BYLFq7dq06deqk1NRUNWvWTAMGDHDYTFbZ1q1bNWLECLttqamp2rp1q9NzysvLVVRUZPcCAAD1l1edoH/zm9/ou+++09SpU9W8eXOZTCZfl0snTpxQcXGxHn/8cT322GN64oknlJGRoQkTJuizzz7T0KFDHZ6Xl5en5s2b221r3ry58vLynH7W4sWLtWjRIp+WHwAABC+vAtDnn3+uLVu2eNTfx1MWi0WSNHbsWM2aNUuS1KtXL3355ZdaunSp0wDkjXnz5mn27Nm290VFRbZV7gEAQP3jVQDq0qWLzpw54+uy2ElMTFSDBg2UkpJit71r167asmWL0/OSkpJ0/Phxu23Hjx9XUlKS03NiYmIUExNTuwIDAICQ4VUfoP/93//Vww8/rE2bNik/P98v/Weio6PVr18/HThwwG77t99+q9atWzs9b9CgQdqwYYPdtnXr1mnQoEE+KRcAAAh9XtUANWnSREVFRRo2bJjddsMwZDKZVFFR4dZ1iouL9d1339ne5+TkKDMzUwkJCWrVqpUeeOABTZw4UVdffbWuueYaZWRkaM2aNdq4caPtnFtvvVWXXnqpFi9eLEm69957NXToUD3zzDMaPXq0Vq1apZ07d3o0PxEAAKjfvApAkydPVlRUlN58881adYLeuXOnbT4hSbZ+OFOmTFF6errGjx+vpUuXavHixbrnnnvUuXNn/fOf/9TgwYNt5xw5csS2LIckXXnllXrzzTf1xz/+UQ899JA6duyo1atXM0M1AACw8WoeoLi4OO3Zs0edO3f2R5kCjnmAAAAIPX6fB+iKK65g0VMAABCyvGoC+/3vf697771XDzzwgLp3766oqCi7/T169PBJ4QAAAPzBqyawyn1ubBcymTzuBB2saAIDACD0ePL97VUNUE5OjlcFAwAACAZeBSBX8/BUNnr0aP3tb39TcnKyNx8DAADgF151gnbX5s2b/T5jNAAAgKf8GoAAAACCEQEIAACEHQIQAAAIOwQgAAAQdghAAAAg7Pg1AD300ENKSEjw50cAAAB4zO2ZoN9//323L3r99dd7XaBgwEzQAACEHr/MBD1u3Di799alLyq/twr1pTAAAED95nYTmMVisb0++eQT9erVSx999JEKCgpUUFCgDz/8UH369FFGRoY/ywsAAFBrXi2Fcd9992np0qUaPHiwbVtqaqri4uI0bdo07d+/32cFBAAA8DWvOkFnZ2erSZMm1babzWYdOnSolkUCAADwL68CUL9+/TR79mwdP37ctu348eN64IEH1L9/f58VDgAAwB+8CkDLly9Xbm6uWrVqpQ4dOqhDhw5q1aqVfvzxRy1btszXZQQAAPApr/oAdejQQXv37tW6dev073//W5LUtWtXjRgxwm40GAAAQDByex4gZ8rKyhQTE1Ovgg/zAAEAEHo8+f72qgnMYrHo0Ucf1aWXXqqLLrpIOTk5kqT58+fTBAYAAIKeVwHoscceU3p6up588klFR0fbtnfr1k1/+9vffFY4AAAAf/AqAL322mt6+eWXNXnyZEVGRtq29+zZ09YnCAAAIFh5FYB+/PFHdejQodp2i8Wic+fO1bpQAAAA/uRVAEpJSdHnn39ebfv//d//qXfv3rUuFAAAgD95NQx+wYIFmjJlin788UdZLBa98847OnDggF577TV98MEHvi4jAACAT3lVAzR27FitWbNG69evV6NGjbRgwQLt379fa9as0bXXXuvrMgIAAPhUrecBqo+YBwgAgNDj93mAduzYoa+++qra9q+++ko7d+705pIAAAB1xqsANGPGDP3www/Vtv/444+aMWNGrQsFAADgT14FoKysLPXp06fa9t69eysrK6vWhQIAAPAnrwJQTEyMjh8/Xm17bm6uGjTwamAZAABAnfEqAF133XWaN2+eCgsLbdsKCgr00EMPMQoMAAAEPa+qa55++mldffXVat26tW3iw8zMTDVv3lyvv/66TwsIAADga14FoEsvvVR79+7V3//+d/3rX/9Sw4YNdfvtt2vSpEmKiorydRkBAAB8yusOO40aNdK0adN8WRYAAIA64VUAeu2111zuv/XWW70qDAAAQF3waibopk2b2r0/d+6cSktLFR0drbi4OJ06dcpnBQwEZoIGACD0+H0m6J9//tnuVVxcrAMHDmjw4MFauXKlV4UGAACoK14FIEc6duyoxx9/XPfee6+vLgkAAOAXPgtAktSgQQMdO3bMl5cEAADwOa86Qb///vt27w3DUG5url544QVdddVVPikYAACAv3gVgMaNG2f33mQy6ZJLLtGwYcP0zDPP+KJcAAAAfuNVALJYLL4uR1iosBjannNKJ06XqVnjWPVvm6DICFOgiwUAQNhh5dI6krEvVwvf/0bHi8pt25LNsVo4JkVp3ZIDWDIAAMKP2wFo9uzZbl/02Wef9aow9VXGvlxNf2O3qk64lFdYpulv7NaSW/oQggAAqENuB6A9e/bYvd+9e7fOnz+vzp07S5K+/fZbRUZGqm/fvr4tYYirsBhatCarWviRJEOSSdKiNVm6NiWJ5jAAAOqI2wHos88+s/33s88+q8aNG+vVV1+1zQr9888/6/bbb9eQIUN8X8oQtj3nlHILy5zuNyTlFpZpe84pDWp/cd0VDACAMObVPEDPPPOMFi9ebLckRtOmTfXYY48xCqyKE6edhx9vjgMAALXnVQAqKirSTz/9VG37Tz/9pNOnT9e6UPVJs8axPj0OAADUnlcBaPz48br99tv1zjvv6OjRozp69Kj++c9/aurUqZowYYKvyxjS+rdNULI5Vs5695h0YTRY/7YJdVksAADCmlcBaOnSpRo5cqRuvvlmtW7dWq1bt9bNN9+stLQ0/e///q+vyxjSIiNMWjgmRZKqhSDr+4VjUugADQBAHTIZhuFogJJbSkpKlJ2dLUlq3769GjVq5LOCBVJRUZHMZrMKCwsVHx/vk2tm7MvVojVZdh2imQcIAADf8eT7u1YTIebm5io3N1dXX321GjZsKMMwZDJRk+FIWrdkXZuSVCczQTPjNAAArnkVgPLz83XjjTfqs88+k8lk0sGDB9WuXTtNnTpVTZs2ZSSYE5ERJr8PdaemCQCAmnnVB2jWrFmKiorSkSNHFBcXZ9s+ceJEZWRk+Kxw8Ix1xumq8w5ZZ5zO2JcboJIBABBcvKoB+uSTT/Txxx/rsssus9vesWNHHT582CcFg2eYcRoAAPd5VQNUUlJiV/NjderUKcXExNS6UPCcJzNOAwAQ7rwKQEOGDNFrr71me28ymWSxWPTkk0/qmmuucfs6mzdv1pgxY9SiRQuZTCatXr262jH79+/X9ddfL7PZrEaNGqlfv346cuSI02ump6fLZDLZvWJj6/8kg8w4DQCA+7xqAnvqqac0bNgw7dy5U2fPntWDDz6ob775RqdOndIXX3zh9nVKSkrUs2dP3XHHHQ4nUMzOztbgwYM1depULVq0SPHx8frmm29qDDTx8fE6cOCA7X04jExzdybpQydL/VwSAACCn8cB6Ny5c7rnnnu0Zs0arVu3To0bN1ZxcbEmTJigGTNmKDnZ/ZFGI0eO1MiRI53uf/jhhzVq1Cg9+eSTtm3t27ev8bomk0lJSUlul6O8vFzl5eW290VFRW6fGyz6t01QUnyM8orKXR63ascRzRzWwa4fEMPmAQDhxuMAFBUVpb1796pp06Z6+OGH/VEmSZLFYtHatWv14IMPKjU1VXv27FHbtm01b948jRs3zuW5xcXFat26tSwWi/r06aM///nPuvzyy50ev3jxYi1atMjHd1C3IiNMmtS/lf6y/qDL46quPM+weQBAOPKqD9Att9yiZcuW+bosdk6cOKHi4mI9/vjjSktL0yeffKLx48drwoQJ2rRpk9PzOnfurOXLl+u9997TG2+8IYvFoiuvvFJHjx51es68efNUWFhoe/3www/+uCW/a5Po3kzcr209pAqLwbB5AEDY8qoP0Pnz57V8+XKtX79effv2rbYExrPPPlvrglksFknS2LFjNWvWLElSr1699OWXX2rp0qUaOnSow/MGDRqkQYMG2d5feeWV6tq1q1566SU9+uijDs+JiYmpF6PX3O0H9NG+PPV9bJ0kMWweABCWvApA+/btU58+fSRJ3377rd0+X3U4TkxMVIMGDZSSkmK3vWvXrtqyZYvb14mKilLv3r313Xff+aRcwcy68nxeYZnDYFNZQek5l/srD5v39+zVAADUNa8C0GeffebrclQTHR2tfv362Y3mki4ErtatW7t9nYqKCn399dcaNWqUr4sYdKwrz//2jd0+uybD5gEA9VGtFkOtreLiYruamZycHGVmZiohIUGtWrXSAw88oIkTJ+rqq6/WNddco4yMDK1Zs0YbN260nXPrrbfq0ksv1eLFiyVJf/rTnzRw4EB16NBBBQUFeuqpp3T48GHdeeeddX17AZHWLVl3XNVGy7845JPrJTZy3jRYeva8UhZ8LEnK+lOq4qID+usEAIDbAvqNtXPnTruJE2fPni1JmjJlitLT0zV+/HgtXbpUixcv1j333KPOnTvrn//8pwYPHmw758iRI4qI+KUv988//6y77rpLeXl5atq0qfr27asvv/yyWlNafXZtSpLPApAqtWhWHS7fNbmxbd/2nFMa0vES+gsBAEKCyTCMmrqLhJ2ioiKZzWYVFhYqPj4+0MXxWIXFUL//Wa9TJWdrfa2/3NhT4/tc5nC4fIRJslT67Uk2x+rB1M6a9Y9/SZLSb+9HKAIA1BlPvr+9GgaP4BYZYdK4Xi18cq2TxWedDpe3VInOuYVltvAjSbet2KHBT3yqjH25Ol12Tm3mrlWbuWu18cAJVVQ9GQCAOkQNkAOhXgMkSVuz8zXplW21vk58bKQiIiJqHDXmjEkXRpQ1aRilgjO/XIPJFgEAvkYNEGxD4murqKzC6/Aj/TLPUOXwIzHZIgAgsAhA9ZR1SLxJdv2Yg4Y1GC1ak0VzGACgzhGA6rG0bslacksfJVWpCUo2x+ruq9uqSVxUgEp2QeXJFgEAqEtM3FLPpXVL1rUpSQ5Xe38wrate+PSgXtr0vUrPVQSsjEy2CACoawSgMBAZYXK4nEVkhEn3juikK1onaPKyrwJQsgvcXcMMAABfoQkMGtj+YiWbY+u8r5BJF5rj+rdNqONPBgCEOwIQbB2mpbrvML1wTAoTJQIA6hwBCJKcd5j2VzZJaBSlJbf00bUpSdqana/3Mn/U1ux8RoQBAOoEfYBg46jD9M8lZzXjzQury/symsz/r8slSVc+vkHHi8pt25kgEQBQFwhAsOOow/SSiD7V1gGrrSP5JXpu/cFqoco6QaK1dsjR6DUAAGqLpTAcqA9LYfiadSX4j/bl6rWth72+jklSkjlWhmEor1LNT9VjzHFRim0QqbyiX0IXtUMAAFdYCgM+Z60ZGlmL8GGtu7mpXyun4Ue60NRWUHrOLvxIv9QOfbj3GP2GAAC1QhMYPGJdYyyvsMzjPkFJ/6nBKT9v8eqzrZ83c+Ueu5XoqRkCAHiKAASPWIfMT39jt22ld2eS4mM0qX8rtUlsZNeHZ2t2fq3KULXCp3K/IUIQAMAdBCB4zDpkfuH739iN4HIWeKqqTS2SI4YuNK8tWpOla1OSauwobe3PROdqAAhfBCB4xdUaYzXxpBbJXZUXVnW07IdVxr7caiPaaEIDgPBDAILXnK0x5g5rLVLVMJIUH6Oy8xYVlp7zKhhVXVi1cm3PoZOlem79ty6H3hOCACA8EIAQMM5qkdZl5XldO1R5YVVHtT2OuNOERrMZANQvBCAElKNaJGe1QxGm6h2grazzC1kXVs3Yl6vpb+x2O0C5akKj2QwA6h8CEIKSJ8tyWOthrAurVlgMLVqT5ZMmNGdBimYzAAhtBCAELXeX5UiqUhuzPeeU18t2JDaKsf23qyDl6cgzAEBwIQAhpLgz+qxqLY4nsnKLdLKkXM0ax8piMVwGKXdHngEAgg8BCCGnptFnlTtCe+p/Ptxv++8mDaPcOqc2gQsAEBgEINQ7vpposeDMObeO8zZwMbIMAAKHAIR6xx8TLTpSdeSZJxhZBgCBxWrwqJesQ+mTzN43h7lSdeSZJ6wjy6r2L7KOLMvYl+ujUgIAnKEGCPVW5Q7T67PytOyLQ15fq0nDKLsmsaojz9xV08gySXr43X0a2qmZMn8ooHkMAPyEAIR6LTLCpP5tEzT7H5m1us6Lk/sowmSqdSBxZ4h+fslZpSzIsAtJNI8BgG8RgFDv1WZeIGs/n4HtLvZJDYy7I8aYePEXpWfPK2XBx5KkrD+lKi6a/20BqD36AKHe83aYem36+Tjj7YgxayBatCZLFc7WAwEAuI0AhHrP3dDRNM5+3p8kc6zPa1ysQ/S9iVOVJ14MdaVnz6vN3LVqM3etSs+eD3RxAIQh6pJR79U0L5C1mWvTA9do1+Gf/drxuPIQfW+F28SLlWu8tuec0pCOl9AhHECtUQOEes8aOiRVq3mp3MwV3SBCg9pfrLG9LtWg9r7p8+NIWrdkTbu6rdfnO6vRqrAY2pqdr/cyf9TW7HyPm8pqe76nn2W1PeeU08/K2JerEc9usr2/bcUODX7iU6YKAFBrJsMw6FBQRVFRkcxmswoLCxUfHx/o4sBHMvblauH73+h4UbltWyBGV1VYDA1+4lOvOmY3jYvSzj9eWy2c1fbe6nJiRnfLap0vqer/oKx3Ho4dwgG45sn3NwHIAQJQ/XW67Jy6P/KJJCn99n4BaU7Zmp2vSa9s8+rcJnFR2lUlANUUFF68ubeaNopx2rT34d5c/e7N6k1y/gga7oaamkKitdlyy5xhNIcBsPHk+5s+QAgrjWOjdOjx0QEtQ2368BSUnrNbfd6diRVnrtyjyi1MlWtbPtx7TDNX7nH4WYYuBI1Fa7J0bUpSrYNGTWWt/Fk1TV1QuUO4q4VxAcAZ+gABdaw2q9VL9gHKnTmOqnavsc4ptPjDLP3uzT3V9lfm7sgzd0Z1eRJq3A2J4dYhHIDvEICAOlabofCSfYDyJgBY884rn+e4fY4vgoYnocbdkFjbMAkgfBGAgDrmalSaKyZdaL6qvPp8bSZW9GSQly+ChrlhVM0HSTpWcEZ9Wzd1GRId/SwAwBMEICAAnK1Wb52M0dVw/cp9cX4uKZe/uRM03BnW3qtlE7c+74mMAxr61Ge6vueFjtfu/iwAwBOMAnOAUWCoKxUWw9bnxTpCa11WnltD0msznN4TS6uMAqta5p9LyrXogyyXw9odDX13xRprpl3dVqszj3k9vD8YRv0BqDsMg68lAhACzVEwqvrFXZvh9CZJJpPrZrAIk/TCpD4a1cN+bp6q4czZ9aULw9ol6bdezHxtHer+0b1D1OtP6yR5FmKCZd4nAHWHYfBAiIuMMNU4vLu2i7zeNaStXt58oSO0oxz0wqTe1cKPozl8HKk8rP2Ml2t9WUeFLd2Ybdvm7vIkzspqHQHHJIoA6AMEhCh3OyYnNIq2e29d5HXeqBSH/ZCSzbFaeksfjerRwrbN1Rw+zlgDTMGZ2i12unTz97b/Xpd1vMbj3ZkbadGaLL8u9QEg+FEDBIQoXyzymtYt2TbxoKvmNnfmG/I3k6T7VmUqpkGEy9obJlEE4A4CEBCiKq8sb5J9M5ajRV5dXcdfzW2+5O7M1Ouz8ty6XjDcE4DAoQkMCGHW4fTN4mPstlubuXzVzyVYJhy01t60f+hDtZm7VhsPnLBrysrYl6tlXxxy61qJF8Voa3a+3sv8UVuz82kSA8IMo8AcYBQYQo07o8Zqe/3BT3zqtLmtqqo1Uv5kHdl1bUqSBi1erxOnz7o83qQLi8pGRZrsjmWEGBD6GAZfSwQgoDrryCqp5nCTbI7V/NFd9eja/S5D00UxDVRcXrtO0taYN7pHsj7Ym1vr6zBCDAhdnnx/0wQGwC3OZq9ONsfqLzf2tL1Pv72ftswZplE9Wrhc8sMk6ckbeijZXLvmNeM/r9qEH+t1pF9GiJ0uO2db4LVqUxuA0EcNkAPUAAHOOWpuKz9foZQFH0uSsv6UqrjoX8ZXOJo8MSk+Vo9cf6G5KWNfrlcTJfrTrBEd9eb2I0yiCIQYmsBqiQAEeKb07HmnAUiquY/Sh3uPaebKPR4t0FrXaCIDgh8zQQMIKjUNtR/Vo4VekEm/ezO4aoIqc3cYPkJLTeEd9Rd9gADUWlx0Ax16fLQOPT7a6y+QUT2StfSWPrXuE+RPlSdRBBDaiLoAgkblmanzisr06Aff6FTJOZfn1OWQeysmUQRCHzVAAIKKtblsfO9L9efx3S+sXO/i+CRzrO6+uq3D46zbmsRFubyGdKGT86wRndwqY7BMDAnAewENQJs3b9aYMWPUokULmUwmrV692m6/yWRy+HrqqadcXvfFF19UmzZtFBsbqwEDBmj79u1+vAsA/uJs6H1CoyhNvaqNVt41UFvmDLMt7OpsRuzHJ3SvsZZo/uiumjmsg5LNsU7DkkkXglL/tgle31NlFRaD2aiBAAloE1hJSYl69uypO+64QxMmTKi2PzfXfl6Pjz76SFOnTtUNN9zg9JpvvfWWZs+eraVLl2rAgAF67rnnlJqaqgMHDqhZs2Y+vwcA/uXugq2ujquwGGoSF6WCUsfNaSZJj67dr9RuyW6tr+aLDtAZ+3L1yPvfKK/SUPuk+Bg9cv3lbo0y8/fs30B9FzTD4E0mk959912NGzfO6THjxo3T6dOntWHDBqfHDBgwQP369dMLL7wgSbJYLGrZsqV+//vfa+7cuW6VhWHwQP2yNTtfk17ZVuNxK+8aqEHtL3Y4d5Ev5wGqae6jpTUMtfd3+cIJo8Dql3o5DP748eNau3atXn31VafHnD17Vrt27dK8efNs2yIiIjRixAht3brV6Xnl5eUqL//lX2FFRUW+KTSAoOBup2Xrce7WOnmjwmJo7jtfuzxm7jtfOx1qb12SpOq/XPMKyzT9jd3MUwS4KWQC0KuvvqrGjRs7bCqzOnnypCoqKtS8eXO77c2bN9e///1vp+ctXrxYixYt8llZAQQXdzstVz6uprmLrDytQdiWne+0Kc6qoPSctmXn66qOiXbbKyyGFq3JctifyTpPkbVm6an/7qHLmsbRNAY4ETKjwJYvX67JkycrNtb3oy/mzZunwsJC2+uHH37w+WcACJz+bRNcdm6WLvS/8VXnZle2fn/S6+O255yya/aqqnIweuD/9mrSK9s0+IlPlbGvduukAfVRSASgzz//XAcOHNCdd97p8rjExERFRkbq+PHjdtuPHz+upKQkp+fFxMQoPj7e7gWg/oiMMLlcmFWSys5btC4rz+NrVx65tT3nlBsjudytjal+nDfzD+X+p2ksFENQ6dnztgVpS8+eD3RxUM+ERABatmyZ+vbtq549e7o8Ljo6Wn379rXrJG2xWLRhwwYNGjTI38UEEMSsQ+rjGzpuoiosPedxUMjYl6sRz26yvb9txY4aa1zcaVZzdtyhkyVul60yQ7+scl+XCDAIZgENQMXFxcrMzFRmZqYkKScnR5mZmTpy5IjtmKKiIr399ttOa3+GDx9uG/ElSbNnz9Yrr7yiV199Vfv379f06dNVUlKi22+/3a/3AiD4XZuSpNioSIf7rNHA3aBg7YxcecV46ZfOyM5C0MB2F6tJXJTLazeNi9LAdvYBqMJiaOX2I07OqFl9XsKjNkHL8xo81BcBDUA7d+5U79691bt3b0kXwkvv3r21YMEC2zGrVq2SYRiaNGmSw2tkZ2fr5Mlf2sonTpyop59+WgsWLFCvXr2UmZmpjIyMah2jAYSf7TmnqgWWytxd66umzsiS8yAVGWHS4xO6u7z+4gndq3VcvrA8iPOyuyPUlvDwdzjxpgYP9UdAA9CvfvUrGYZR7ZWenm47Ztq0aSotLZXZbHZ4jUOHDumRRx6x2zZz5kwdPnxY5eXl+uqrrzRgwAA/3gWAUOFuH5+agoI7nZFdBam0bhcWfk2Ktx/UkWyOdToHkC/Cy8nT5SFTw1HbcFJTrdB7mT/qt17U4KH+CJlh8ABQGxUWQ6szj7l1bE3D5j2dV8gRT+ca8sX6Y4+u3a+/bcmpswkTq9bgDOl4iVtD8v0911GFxdCfP9zvcJ91OoFFa7KczsWE+oEABCAsbM85pVMlZ2s8LqFRVI3D4b2ZV8gRd+cakn4Zyp9XWFbjumau+HPCxMrLcxw6WaK/f3XYtu+2FTuU0ChK43tdqhEpSU7DnjtzHbkKJ9Y5mXb+cbjTcnrSFOru80HoIQABCAvu1tqM73Vpjf/qrymMmHRhIVZfzitkHco/3cUSGu7wRw1H5ckgXTlVck7LvjikZV8ccrp0hyfNi67Ciavap/U+agpFaAuJYfAAUFvu1tqMSHE+Z5iVq3mFfL1oamXWofzNq6x67yl3O3u76+N9ns+f5KyvjTfNi476NY15/gvbf9+2Yof6/c86fbj3mDL25WrZF4fc+gxfNDsieBGAAISFmmaDNulCJ2R3a22sYaRZlTCSZI7163pcad2S9eXc4Vp510DdcVUbJTSK9vpavqjh+HDvMf3h7X95fJ6z0XKeNi9W7SxtdeK0fRPXqZJz+t2be1wuQluZJ78LCE00gQEIC5WbkEyyXzbC21qbtG7JuqpDoro/8okkKf32fm539K0Na9+hQe0v1sOjU6p1pN6ec0qTXtlW43VqW8ORsS9Xv3tzj9fnO2rO8qR50VlnaV+YP9r3NXgILtQAAQgb/qi1qfwlGYiFR61haGyvSzWo/cWKjDD5vLbLkYLSs27XptSkck2UO82Lc0d2UfuHPtRv/RR+JOlPH2QxFL6eIwABCCtp3ZK1fvZQ2/v02/tpy5xhXjdZxUU30KHHR+vQ46NrXAm+rvi7j1LGvlxd8/RGr8tXVdWaqJqC6rAuzXz22c7kFZXpt8wHVK+ZDMMIjVmx6lBRUZHMZrMKCwtZGBVAyMrYl6tFa7LsRlU5G33lyTV91exkbc7aMmeYwzB2uuxctebFdVl5Wvj+Ny6HsftS07go7fzjtTSHhQhPvr+D458rAACf83SyxZq4mqPHU+7URFVtXlyXlee3Pj/O/Fx6Ttu+z9dVHRLr8FNRFwhAAFCPeTLZYk1qmqOnqgiTZB3g1SQuSgWl52z7ktyoibI2L0q+DV+e2prtOgBVngcp60+pQdMUCtd4SgAAt3g6bP6ZX/fUrH9cGCL/+YPXaN+PRV7XRHkavnyLniL1EQEIAOAWd4fNJzSK0p/Hd9fVnS6R/hOAalsT5Ys5iyrXSHliUDvXzV/ernmGwGIUGADALTUNr5ekhEbR2jZvRI2drGtarb2q2sxZZG7YQH+/c4Ce+XVPj89tEhelgS6CW21XrUfgEIAAAG5xNbzeauGYFEU38P1Xizvhy5XTZeeU2q3mZU6qenxCd6e1OdYRcVVHpDlb5gPBhQAEAHCbszl6ks2xWnpLH43tdaltm6s5kqo2Gzlaz6syd8KXM0Vnzmv6G7s9XrNs1oiOTmuyalq1Xqq+zAeCC/MAOcA8QADgWoXF8Hp4fca+3Gpz+bg7P5Gjc93lSR+gZBfzE0kXRoa5s9zIyrsG+mwUXqgI5Kg4T76/qQECAHjM0RIc7qhts1Fat2R9fN/VXpXZk8qYmmbK9mbVegQXAhAAoE74qtlof+5pn5etslsHta6xJsrTVesRfAhAAIA6UdNcPpVXh3fF37Uq7qw15k6n7CZxUbVacDZUedq/K1AIQACAOuGrZiN/1aqYdKHvz5COl9R4rLVTtquv9oLSc1qX5VnH61AXStMCEIAAAHXCV81GtR0S70pNfX8quzYlSU3iopzuNym8RoKF2rQABCAAQJ3o3zbBZWCQ3Gs28nRIvDt5JtkcqyW39Kmx709l23NO2a1vVpW7TXr1QShOC0AAAgAEDXdrdVzNR/SXG3+Z8Tn99n56YVJvmVxce+Y17bVlzjCPwo/ESLDKfNW/qy4RgAAAdaKmGhNJ+rn0nNtfkmndkrV+9lDb+/Tb+2nLnGF2Mz73b5ugUT1aaMktfRTf0PF8NB2bN/Zq7S5Ggv0iFMMgAQgAUCf88SVZObhYJ2N0NgN10Znqa46ZJN23KtOr/ik19UWydqoOh5Fg7oa8e1dlur3+m78RgAAAdSJQNSb+6p/iqi+S9b0nnapDmTthMCk+uGrCCEAAgDoRqBoTf/ZPcdYXKcmLTtWhzJ0wOG9UlzotU00IQACAOhGoGhN/909x1hcpXMKPVU1h8NqU5gEqmWN1t0IZACDsWb8kqy5omuTmYqhVWfv7uFIXTW+O+iKFo7RuybqqQ6K6P/KJpAthcEjHSxQZYdLJ4l8CZunZ83W6SKoj1AABAOpUXdeY0Fm5bjkLg2fPW2zb/77tiN37QDAZhhE8sxIFiaKiIpnNZhUWFio+Pj7QxQEA1JJ1luKqX3jWr+pw6q8jXegYvj3nlE6cLlOzxrE+rbUqPXteKQs+liRl/SlVcdENtPjDLL3yeY4q9zOPMEl3DWmreaNSfPK5kmff3wQgBwhAAFD/vJf5o+5dlWm3LdnLprdQlrEvV4vWZNl1DPfnz2Hxh1l6aXOO0/13DWmrh0f7JgR58v1NExgAICxU7YQbjp2VrTVhVUfF+Wu9rrPnLXrlc+fhR5Je+TxHH2Qe8+nnuoMABAAIS+HWWTkQ63W9vvWQ3LnczFV76nyxVAIQAABhIBDrdR0+Ver2sXW9WCoBCAAQFuKiGyjrT6mBLkbABGK9rtYJcW4fW9eLpRKAAAAIA4FYiuQ3g9rIk1bGulwslQAEAEAYCMR8SNENInTXkLZuH+/rdeBcIQABABAGArUUybxRKTWGoEBMRkkAAgAgTFiXIkky29e0+Hvx1odHp+iZ/+7hcJ8/w5crrAUGAEAYSeuWrGtTkvw2E7QzI3sk6w//t7fadm/XgastAhAAAGEmMsKkQe0vDtjnp9/eT4VnztVZ+HKEAAQAAOpU/7YJAV8NngAEAAD8Li66gQ49PjrQxbChEzQAAAg71AABAMJGsNVCIHCoAQIAAGGHAAQAAMIOAQgAAIQdAhAAAAg7BCAAABB2CEAAACDsEIAAAEDYIQABAICwQwACAABhhwAEAADCDgEIAACEHQIQAAAIOwQgAAAQdghAAAAg7BCAAABA2GkQ6AIEI8MwJElFRUUBLgkAAHCX9Xvb+j3uCgHIgdOnT0uSWrZsGeCSAAAAT50+fVpms9nlMSbDnZgUZiwWi44dO6bGjRvLZDJJupAqW7ZsqR9++EHx8fEBLqH/cJ/1C/dZf4TDPUrcZ31T1/dpGIZOnz6tFi1aKCLCdS8faoAciIiI0GWXXeZwX3x8fL3+ZbXiPusX7rP+CId7lLjP+qYu77Ommh8rOkEDAICwQwACAABhhwDkppiYGC1cuFAxMTGBLopfcZ/1C/dZf4TDPUrcZ30TzPdJJ2gAABB2qAECAABhhwAEAADCDgEIAACEHQIQAAAIOwSgSl588UW1adNGsbGxGjBggLZv3+7y+LfffltdunRRbGysunfvrg8//LCOSuqdxYsXq1+/fmrcuLGaNWumcePG6cCBAy7PSU9Pl8lksnvFxsbWUYm988gjj1Qrc5cuXVyeE2rPUpLatGlT7T5NJpNmzJjh8PhQeZabN2/WmDFj1KJFC5lMJq1evdpuv2EYWrBggZKTk9WwYUONGDFCBw8erPG6nv59+5ur+zx37pzmzJmj7t27q1GjRmrRooVuvfVWHTt2zOU1vfnd96eanuVtt91WrbxpaWk1XjeUnqUkh3+nJpNJTz31lNNrBtuzlNz7DikrK9OMGTN08cUX66KLLtINN9yg48ePu7yut3/TtUUA+o+33npLs2fP1sKFC7V792717NlTqampOnHihMPjv/zyS02aNElTp07Vnj17NG7cOI0bN0779u2r45K7b9OmTZoxY4a2bdumdevW6dy5c7ruuutUUlLi8rz4+Hjl5ubaXocPH66jEnvv8ssvtyvzli1bnB4bis9Sknbs2GF3j+vWrZMk/frXv3Z6Tig8y5KSEvXs2VMvvviiw/1PPvmk/t//+39aunSpvvrqKzVq1EipqakqKytzek1P/77rgqv7LC0t1e7duzV//nzt3r1b77zzjg4cOKDrr7++xut68rvvbzU9S0lKS0uzK+/KlStdXjPUnqUku/vLzc3V8uXLZTKZdMMNN7i8bjA9S8m975BZs2ZpzZo1evvtt7Vp0yYdO3ZMEyZMcHldb/6mfcKAYRiG0b9/f2PGjBm29xUVFUaLFi2MxYsXOzz+xhtvNEaPHm23bcCAAcbdd9/t13L60okTJwxJxqZNm5wes2LFCsNsNtddoXxg4cKFRs+ePd0+vj48S8MwjHvvvddo3769YbFYHO4PxWcpyXj33Xdt7y0Wi5GUlGQ89dRTtm0FBQVGTEyMsXLlSqfX8fTvu65VvU9Htm/fbkgyDh8+7PQYT3/365Kje5wyZYoxduxYj65TH57l2LFjjWHDhrk8JpifpVXV75CCggIjKirKePvtt23H7N+/35BkbN261eE1vP2b9gVqgCSdPXtWu3bt0ogRI2zbIiIiNGLECG3dutXhOVu3brU7XpJSU1OdHh+MCgsLJUkJCQkujysuLlbr1q3VsmVLjR07Vt98801dFK9WDh48qBYtWqhdu3aaPHmyjhw54vTY+vAsz549qzfeeEN33HGHbQFfR0LxWVaWk5OjvLw8u+dlNps1YMAAp8/Lm7/vYFRYWCiTyaQmTZq4PM6T3/1gsHHjRjVr1kydO3fW9OnTlZ+f7/TY+vAsjx8/rrVr12rq1Kk1Hhvsz7Lqd8iuXbt07tw5u+fTpUsXtWrVyunz8eZv2lcIQJJOnjypiooKNW/e3G578+bNlZeX5/CcvLw8j44PNhaLRffdd5+uuuoqdevWzelxnTt31vLly/Xee+/pjTfekMVi0ZVXXqmjR4/WYWk9M2DAAKWnpysjI0NLlixRTk6OhgwZotOnTzs8PtSfpSStXr1aBQUFuu2225weE4rPsirrM/HkeXnz9x1sysrKNGfOHE2aNMnlgpKe/u4HWlpaml577TVt2LBBTzzxhDZt2qSRI0eqoqLC4fH14Vm++uqraty4cY3NQsH+LB19h+Tl5Sk6OrpaSK/pu9R6jLvn+AqrwYepGTNmaN++fTW2KQ8aNEiDBg2yvb/yyivVtWtXvfTSS3r00Uf9XUyvjBw50vbfPXr00IABA9S6dWv94x//cOtfXaFo2bJlGjlypFq0aOH0mFB8lrjQIfrGG2+UYRhasmSJy2ND7Xf/pptusv139+7d1aNHD7Vv314bN27U8OHDA1gy/1m+fLkmT55c4wCEYH+W7n6HBDNqgCQlJiYqMjKyWk/148ePKykpyeE5SUlJHh0fTGbOnKkPPvhAn332mS677DKPzo2KilLv3r313Xff+al0vtekSRN16tTJaZlD+VlK0uHDh7V+/XrdeeedHp0Xis/S+kw8eV7e/H0HC2v4OXz4sNatW+ey9seRmn73g027du2UmJjotLyh/Cwl6fPPP9eBAwc8/luVgutZOvsOSUpK0tmzZ1VQUGB3fE3fpdZj3D3HVwhAkqKjo9W3b19t2LDBts1isWjDhg12/2KubNCgQXbHS9K6deucHh8MDMPQzJkz9e677+rTTz9V27ZtPb5GRUWFvv76ayUnJ/uhhP5RXFys7Oxsp2UOxWdZ2YoVK9SsWTONHj3ao/NC8Vm2bdtWSUlJds+rqKhIX331ldPn5c3fdzCwhp+DBw9q/fr1uvjiiz2+Rk2/+8Hm6NGjys/Pd1reUH2WVsuWLVPfvn3Vs2dPj88NhmdZ03dI3759FRUVZfd8Dhw4oCNHjjh9Pt78TfuMX7tYh5BVq1YZMTExRnp6upGVlWVMmzbNaNKkiZGXl2cYhmH85je/MebOnWs7/osvvjAaNGhgPP3008b+/fuNhQsXGlFRUcbXX38dqFuo0fTp0w2z2Wxs3LjRyM3Ntb1KS0ttx1S9z0WLFhkff/yxkZ2dbezatcu46aabjNjYWOObb74JxC245Q9/+IOxceNGIycnx/jiiy+MESNGGImJicaJEycMw6gfz9KqoqLCaNWqlTFnzpxq+0L1WZ4+fdrYs2ePsWfPHkOS8eyzzxp79uyxjX56/PHHjSZNmhjvvfeesXfvXmPs2LFG27ZtjTNnztiuMWzYMOP555+3va/p7zsQXN3n2bNnjeuvv9647LLLjMzMTLu/1/Lycts1qt5nTb/7dc3VPZ4+fdq4//77ja1btxo5OTnG+vXrjT59+hgdO3Y0ysrKbNcI9WdpVVhYaMTFxRlLlixxeI1gf5aG4d53yG9/+1ujVatWxqeffmrs3LnTGDRokDFo0CC763Tu3Nl45513bO/d+Zv2BwJQJc8//7zRqlUrIzo62ujfv7+xbds2276hQ4caU6ZMsTv+H//4h9GpUycjOjrauPzyy421a9fWcYk9I8nha8WKFbZjqt7nfffdZ/uZNG/e3Bg1apSxe/fuui+8ByZOnGgkJycb0dHRxqWXXmpMnDjR+O6772z768OztPr4448NScaBAweq7QvVZ/nZZ585/D213ovFYjHmz59vNG/e3IiJiTGGDx9e7f5bt25tLFy40G6bq7/vQHB1nzk5OU7/Xj/77DPbNareZ02/+3XN1T2WlpYa1113nXHJJZcYUVFRRuvWrY277rqrWpAJ9Wdp9dJLLxkNGzY0CgoKHF4j2J+lYbj3HXLmzBnjd7/7ndG0aVMjLi7OGD9+vJGbm1vtOpXPcedv2h9M/ykMAABA2KAPEAAACDsEIAAAEHYIQAAAIOwQgAAAQNghAAEAgLBDAAIAAGGHAAQAAMIOAQgAAIQdAhCAgGjTpo2ee+65QBejzvzqV7/SfffdF+hiAPgPAhCAsLdy5UpFRkZqxowZgS4KgDpCAAIQ9pYtW6YHH3xQK1euVFlZWaCLA6AOEIAA+MWvfvUrzZw5UzNnzpTZbFZiYqLmz5+vyssPlpaW6o477lDjxo3VqlUrvfzyy3bXmDNnjjp16qS4uDi1a9dO8+fP17lz52z7//Wvf+maa65R48aNFR8fr759+2rnzp22/Vu2bNGQIUPUsGFDtWzZUvfcc49KSkrsPiMnJ0dffvml5s6dq06dOumdd96x25+enq4mTZro448/VteuXXXRRRcpLS1Nubm5tmPOnz+ve+65R02aNNHFF1+sOXPmaMqUKRo3bpzTn095ebnuv/9+XXrppWrUqJEGDBigjRs3evIjBlALBCAAfvPqq6+qQYMG2r59u/7617/q2Wef1d/+9jfb/meeeUZXXHGF9uzZo9/97neaPn26Dhw4YNvfuHFjpaenKysrS3/961/1yiuv6C9/+Ytt/+TJk3XZZZdpx44d2rVrl+bOnauoqChJUnZ2ttLS0nTDDTdo7969euutt7RlyxbNnDnTrowrVqzQ6NGjZTabdcstt2jZsmXV7qO0tFRPP/20Xn/9dW3evFlHjhzR/fffb9v/xBNP6O9//7tWrFihL774QkVFRVq9erXLn83MmTO1detWrVq1Snv37tWvf/1rpaWl6eDBgx79jAF4ye/rzQMIS0OHDjW6du1qWCwW27Y5c+YYXbt2NQzDMFq3bm3ccssttn0Wi8Vo1qyZsWTJEqfXfOqpp4y+ffva3jdu3NhIT093eOzUqVONadOm2W37/PPPjYiICOPMmTOGYRhGRUWF0bJlS2P16tWGYRjGTz/9ZERHRxvff/+97ZwVK1YYkozvvvvOtu3FF180mjdvbnvfvHlz46mnnrK9P3/+vNGqVStj7Nixdj+Pe++91zAMwzh8+LARGRlp/Pjjj3blGz58uDFv3jyn9w/Ad6gBAuA3AwcOlMlksr0fNGiQDh48qIqKCklSjx49bPtMJpOSkpJ04sQJ27a33npLV111lZKSknTRRRfpj3/8o44cOWLbP3v2bN15550aMWKEHn/8cWVnZ9v2/etf/1J6erouuugi2ys1NVUWi0U5OTmSpHXr1qmkpESjRo2SJCUmJuraa6/V8uXL7e4jLi5O7du3t71PTk62lbOwsFDHjx9X//79bfsjIyPVt29fpz+Xr7/+WhUVFerUqZNd+TZt2mR3DwD8p0GgCwAgfFmbq6xMJpMsFoskaevWrZo8ebIWLVqk1NRUmc1mrVq1Ss8884zt+EceeUQ333yz1q5dq48++kgLFy7UqlWrNH78eBUXF+vuu+/WPffcU+1zW7VqJelC5+dTp06pYcOGtn0Wi0V79+7VokWLFBER4bScRqW+TJ4qLi5WZGSkdu3apcjISLt9F110kdfXBeA+AhAAv/nqq6/s3m/btk0dO3as9qXvyJdffqnWrVvr4Ycftm07fPhwteM6deqkTp06adasWZo0aZJWrFih8ePHq0+fPsrKylKHDh0cXj8/P1/vvfeeVq1apcsvv9y2vaKiQoMHD9Ynn3yitLS0GstpNpvVvHlz7dixQ1dffbXtGrt371avXr0cntO7d29VVFToxIkTGjJkSI2fAcD3CEAA/ObIkSOaPXu27r77bu3evVvPP/+8XQ2OKx07dtSRI0e0atUq9evXT2vXrtW7775r23/mzBk98MAD+u///m+1bdtWR48e1Y4dO3TDDTdIujCCbODAgZo5c6buvPNONWrUSFlZWVq3bp1eeOEFvf7667r44ot144032jXTSdKoUaO0bNkytwKQJP3+97/X4sWL1aFDB3Xp0kXPP/+8fv7552rXterUqZMmT56sW2+9Vc8884x69+6tn376SRs2bFCPHj00evRotz4XgPcIQAD85tZbb9WZM2fUv39/RUZG6t5779W0adPcOvf666/XrFmzNHPmTJWXl2v06NGaP3++HnnkEUkX+tnk5+fr1ltv1fHjx5WYmKgJEyZo0aJFki70L9q0aZMefvhhDRkyRIZhqH379po4caIkafny5Ro/frzDkHLDDTfoN7/5jU6ePOlWWefMmaO8vDzdeuutioyM1LRp05SamuqypmvFihV67LHH9Ic//EE//vijEhMTNXDgQP3Xf/2XW58JoHZMRm0asgHAiV/96lfq1atXWC13YWWxWNS1a1fdeOONevTRRwNdHAAOUAMEALV0+PBhffLJJxo6dKjKy8v1wgsvKCc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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_errorbar(planetoid2, filt_list=[\"r\"], x_plot=\"midPointMjdTai\", y_plot=\"reduced_mag\")\n", + "fig = plot_errorbar(planetoid2, filt_list=[\"r\"], x_plot=\"phaseAngle\", y_plot=\"reduced_mag\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "598c6098-0ddf-470f-acc8-e1962d9abbb7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.831659Z", + "iopub.status.busy": "2024-05-16T16:38:16.831084Z", + "iopub.status.idle": "2024-05-16T16:38:16.834249Z", + "shell.execute_reply": "2024-05-16T16:38:16.833691Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.831640Z" + } + }, + "outputs": [], + "source": [ + "# inspect observations" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c31d37ac-e020-4e1b-a47d-842d4d2f7e53", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.835361Z", + "iopub.status.busy": "2024-05-16T16:38:16.835001Z", + "iopub.status.idle": "2024-05-16T16:38:16.849517Z", + "shell.execute_reply": "2024-05-16T16:38:16.848946Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.835345Z" + } + }, + "outputs": [], + "source": [ + "obs = planetoid1.observations_in_filter(filt)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "08860ab8-5b1b-49b5-9390-f379b5429b51", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.850788Z", + "iopub.status.busy": "2024-05-16T16:38:16.850311Z", + "iopub.status.idle": "2024-05-16T16:38:16.864473Z", + "shell.execute_reply": "2024-05-16T16:38:16.863848Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.850770Z" + } + }, + "outputs": [], + "source": [ + "df_obs = pd.DataFrame(obs.__dict__)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "46852c0e-d4c4-4e2c-9c64-f8497898c3a4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.865419Z", + "iopub.status.busy": "2024-05-16T16:38:16.865219Z", + "iopub.status.idle": "2024-05-16T16:38:16.894396Z", + "shell.execute_reply": "2024-05-16T16:38:16.893776Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.865405Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ssObjectIdfilter_namemagmagErrmidPointMjdTairadecphaseAngletopocentricDistheliocentricDistreduced_magnum_obs
06098332225018r22.7600000.06961469.38552272.404111-24.23482815.5372513.6990833.52129017.186021109
16098332225018r22.6439990.06061473.39835273.311348-24.18985015.8049153.6445923.52403717.100552109
26098332225018r22.7080000.11461477.39732274.162500-24.14041316.0248703.5894103.52672917.196024109
36098332225018r22.5750010.06861485.38436275.693450-24.03171716.3141373.4773253.53197217.128688109
46098332225018r22.4650000.04261497.32416277.520845-23.85594816.3353813.3077923.53947317.122616109
.......................................
1046098332225018r20.3110010.01360705.11646109.79381418.9210267.6168881.7996762.73962916.846570109
1056098332225018r20.3040010.01660706.12867109.61381018.9288128.0162091.8048752.73983316.833145109
1066098332225018r20.6980000.01262469.1521037.69629819.0700948.4463611.9850022.90584716.892832109
1076098332225018r20.2890000.01262445.2274242.20263521.0142991.9229251.9450422.93335516.507531109
1086098332225018r20.3680000.01662442.2321842.81589321.2338972.8269321.9516392.93688916.576565109
\n", + "

109 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " ssObjectId filter_name mag magErr midPointMjdTai ra \\\n", + "0 6098332225018 r 22.760000 0.069 61469.38552 272.404111 \n", + "1 6098332225018 r 22.643999 0.060 61473.39835 273.311348 \n", + "2 6098332225018 r 22.708000 0.114 61477.39732 274.162500 \n", + "3 6098332225018 r 22.575001 0.068 61485.38436 275.693450 \n", + "4 6098332225018 r 22.465000 0.042 61497.32416 277.520845 \n", + ".. ... ... ... ... ... ... \n", + "104 6098332225018 r 20.311001 0.013 60705.11646 109.793814 \n", + "105 6098332225018 r 20.304001 0.016 60706.12867 109.613810 \n", + "106 6098332225018 r 20.698000 0.012 62469.15210 37.696298 \n", + "107 6098332225018 r 20.289000 0.012 62445.22742 42.202635 \n", + "108 6098332225018 r 20.368000 0.016 62442.23218 42.815893 \n", + "\n", + " dec phaseAngle topocentricDist heliocentricDist reduced_mag \\\n", + "0 -24.234828 15.537251 3.699083 3.521290 17.186021 \n", + "1 -24.189850 15.804915 3.644592 3.524037 17.100552 \n", + "2 -24.140413 16.024870 3.589410 3.526729 17.196024 \n", + "3 -24.031717 16.314137 3.477325 3.531972 17.128688 \n", + "4 -23.855948 16.335381 3.307792 3.539473 17.122616 \n", + ".. ... ... ... ... ... \n", + "104 18.921026 7.616888 1.799676 2.739629 16.846570 \n", + "105 18.928812 8.016209 1.804875 2.739833 16.833145 \n", + "106 19.070094 8.446361 1.985002 2.905847 16.892832 \n", + "107 21.014299 1.922925 1.945042 2.933355 16.507531 \n", + "108 21.233897 2.826932 1.951639 2.936889 16.576565 \n", + "\n", + " num_obs \n", + "0 109 \n", + "1 109 \n", + "2 109 \n", + "3 109 \n", + "4 109 \n", + ".. ... \n", + "104 109 \n", + "105 109 \n", + "106 109 \n", + "107 109 \n", + "108 109 \n", + "\n", + "[109 rows x 12 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_obs" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a1a8c2c3-0639-4a05-80ff-ae4231bdaf4a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.895808Z", + "iopub.status.busy": "2024-05-16T16:38:16.895268Z", + "iopub.status.idle": "2024-05-16T16:38:16.900887Z", + "shell.execute_reply": "2024-05-16T16:38:16.900322Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.895787Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(60231.0, 63852.0)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmin = np.amin(np.floor(df_obs[\"midPointMjdTai\"])) # mjd\n", + "tmax = np.amax(np.floor(df_obs[\"midPointMjdTai\"])) + 1 # mjd\n", + "tmin, tmax" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a50e7a2e-a16f-4d08-b096-d891a720bb2f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:16.902113Z", + "iopub.status.busy": "2024-05-16T16:38:16.901692Z", + "iopub.status.idle": "2024-05-16T16:38:17.097053Z", + "shell.execute_reply": "2024-05-16T16:38:17.096408Z", + "shell.execute_reply.started": "2024-05-16T16:38:16.902095Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# cumulative data in filter\n", + "x_plot = \"midPointMjdTai\"\n", + "df_plot = df_obs.sort_values(x_plot)\n", + "\n", + "fig = plt.figure()\n", + "gs = gridspec.GridSpec(1, 1)\n", + "ax1 = plt.subplot(gs[0, 0])\n", + "\n", + "bins = np.arange(tmin, tmax + 1)\n", + "\n", + "values, base = np.histogram(df_plot[x_plot], bins=bins)\n", + "cumulative = np.cumsum(values)\n", + "ax1.plot(base[:-1] - base[0], cumulative, label=filt)\n", + "\n", + "data_mask = np.diff(cumulative) > 0\n", + "data_nights = base[1:-1][data_mask]\n", + "N_data = cumulative[1:][data_mask]\n", + "\n", + "ax1.scatter(data_nights - data_nights[0], N_data)\n", + "\n", + "ax1.set_xlabel(x_plot)\n", + "ax1.set_ylabel(\"number\")\n", + "ax1.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1c2bcbd8-702a-468c-a96c-b1d2ee91e9ea", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:17.098165Z", + "iopub.status.busy": "2024-05-16T16:38:17.097942Z", + "iopub.status.idle": "2024-05-16T16:38:17.102814Z", + "shell.execute_reply": "2024-05-16T16:38:17.102289Z", + "shell.execute_reply.started": "2024-05-16T16:38:17.098148Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1,\n", + " 2, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1,\n", + " 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 2, 1, 1])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# number of data points per night of new data\n", + "np.diff(N_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2c32de0b-71b4-459c-8a64-d181df4392cb", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:17.103777Z", + "iopub.status.busy": "2024-05-16T16:38:17.103554Z", + "iopub.status.idle": "2024-05-16T16:38:17.119164Z", + "shell.execute_reply": "2024-05-16T16:38:17.118612Z", + "shell.execute_reply.started": "2024-05-16T16:38:17.103761Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([60233., 60236., 60666., 60672., 60676., 60702., 60705., 60706.,\n", + " 61120., 61145., 61175., 61469., 61473., 61477., 61485., 61497.,\n", + " 61500., 61503., 61504., 61524., 61525., 61531., 61556., 61558.,\n", + " 61559., 61562., 61586., 61587., 61589., 61610., 61615., 61616.,\n", + " 61618., 61620., 61641., 61648., 61650., 61677., 61939., 61940.,\n", + " 61945., 61971., 61972., 61974., 61976., 61999., 62000., 62003.,\n", + " 62020., 62021., 62028., 62030., 62058., 62059., 62061., 62074.,\n", + " 62089., 62091., 62442., 62445., 62469., 62494., 62883., 62893.,\n", + " 62910., 62913., 62915., 62918., 62924., 62926., 62939., 62947.,\n", + " 62949., 62950., 62979., 62991., 62998., 63001., 63011., 63305.,\n", + " 63308., 63316., 63335., 63367., 63447., 63744., 63793., 63803.,\n", + " 63804., 63821., 63823., 63825., 63827., 63829., 63839., 63851.])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# nights when new data arrives\n", + "data_nights" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "80108e40-0417-4b82-b73f-4cdf872b4a4c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:17.120143Z", + "iopub.status.busy": "2024-05-16T16:38:17.119942Z", + "iopub.status.idle": "2024-05-16T16:38:17.132937Z", + "shell.execute_reply": "2024-05-16T16:38:17.132315Z", + "shell.execute_reply.started": "2024-05-16T16:38:17.120128Z" + } + }, + "outputs": [], + "source": [ + "# write commands to simulate adler cli searching for phase curve outliers on incoming data" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "78e209fa-7cd3-4b29-a14c-28ddafd1f813", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:17.134002Z", + "iopub.status.busy": "2024-05-16T16:38:17.133785Z", + "iopub.status.idle": "2024-05-16T16:38:17.147051Z", + "shell.execute_reply": "2024-05-16T16:38:17.146431Z", + "shell.execute_reply.started": "2024-05-16T16:38:17.133987Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "# cmd_list = []\n", + "# outpath = \"~/lsst-adler/logging\"\n", + "# cmd = \"adler -s {} -f {} -o {}\".format(ssoid2,filt,outpath)\n", + "\n", + "# for t0 in data_nights:\n", + "# t1 = t0+1\n", + "\n", + "# mask = (df_obs[\"midPointMjdTai\"]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60666.0 60667.0 3 1 Parameter('H', value=16.293269386459645, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[0.01000294] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_60666\n", + "plots/phase_curve_6098332225018000_60666.png\n" + ] + }, + { + "data": { + "image/png": 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NJ0+ehKmpKQCgYcOGFe5TUFCAgoL/zWGVmZlZierpReQyAQsGNsGUny9CQNn9geb184NcVl5XaSIiIt3Q2z5ASqUSe/bsgY+PD/r06QMHBwe0a9euzNtkf/fHH3+gffv2CAkJgaOjI5o1a4Yvv/wSCoWi3H0WLVoEW1tb1cvNzU3LR2O8+jZzxsqxreFkW/ZVu81n45HDEaOJiKia6c04QIIgYMeOHRgyZAgAICkpCc7OzrC0tMTnn3+O4OBg7N+/Hx9++CGOHj2Krl27ltmOn58f7t+/jzFjxmDq1KmIjo7G1KlTMX36dCxYsKDMfcq6AuTm5sZxgLRIoRRxNiYNKVn5cLC2gABg8sbzyC4oRqBHHax7PQg2FqZSl0lERAbMIAdC/GcAevjwIVxdXTF69Gj8+uuvqu0GDRoEKysrbN68ucx2fHx8kJ+fj5iYGMjlcgDA0qVLsWTJEiQmJlaqFg6EWD0i49MxPvQMMvOL0dzVFhvfaIs6VmZSl0VERAaqRgyEaG9vDxMTEzRp0qTUcn9//wqfAnN2doaPj48q/DzbJykpCYWFhTqrl6qupZsdtrzZHnWtzHA1IQOjVp/Go6yCF+9IRESkIb0NQGZmZggKCkJUVFSp5bdv34aHh0e5+3Xs2BHR0dFQKpWl9nF2doaZGa8u6JsmLjb47a2X4GBtjqjkLIz88RQSM/KkLouIiGo4SQNQdnY2IiMjERkZCQCIiYlBZGSk6grPnDlzsHXrVqxZswbR0dFYvnw5du/ejalTp6raGD9+PObNm6d6P2XKFKSlpWHGjBm4ffs29uzZgy+//BIhISHVemxUeV4O1vjtrfZwtauFe49zMOLHU7j/OIezxxMRkc5I2gfo2LFjCA4Ofm75hAkTsH79egAlj7UvWrQIDx48gK+vLxYuXIjBgwertu3WrRsaNmyo2h4ATp06hVmzZiEyMhKurq6YNGkS5s6dW+q2WEXYB0gaD57kYsxPZxCbmguZAPw983D2eCIiehGD7AStTxiApLPlbCw+2H7tueWcPZ6IiF6kRnSCJuOjUIr4/nB0mes4ezwREWkTAxDpjbMxaUjMKH9iVM4eT0RE2sIARHqDs8cTEVF1YQAivVHZWeHr1zbXcSVERFTTMQCR3ng2e/yLpkb978UHKFIoX7AVERFR+RiASG88mz0ewHMh6Nl7mQBsv5iAtzZdQF5h+RPcEhERVYQBiPRKebPHO9laYNXY1lg9rg3MTWQ4cisFY346jSc5nN6EiIiqjuMAlYHjAEnvn7PHt21UF3JZyXWgC7FpeGP9eWTkFaFxfSusmxgEj3pWEldMRERS40CIGmIA0n+3k7MwYe1ZJGbko66VGdaMD0SgR12pyyIiIglxIESq8XwcrbEzpCOaudogLacQo9ecwe7LD6Uui4iIDAQDEBksRxsL/PZWe/T0d0RhsRLvbL6EFUejwYuaRET0IgxAZNAszUzw47hAvNGxEQBgyYEozP39Ch+TJyKiCjEAkcGTywR8MrAJFg5qCpkA/Hb+ASauO4uMvCKpSyMiIj3FAEQ1xoQODfHThDawNJPjr+hUDF95EvFpuVKXRUREeogBiGqU7n6O2PZ2ezjamCM6JRtD//MXLsU9kbosIiLSM2o9Bv/HH3+U3ZggwMLCAl5eXmjUqJHGxUmFj8EbvsSMPExafx43EjNhZiLD4uEtMDDApdyxhYiIyPDpfBwgmUwGQRCee9rm2TJBENCpUyfs3LkTderUqWrzkmMAqhlyCooxY8slHLqZAgCwMpMj52/TZzjbWmDBwCbo28xZqhKJiEiLdD4OUFhYGIKCghAWFoaMjAxkZGQgLCwM7dq1w59//omIiAikpqbivffeU+sAiLTBytwEP45rg75NHQGgVPgBgKSMfEz5+SL2X0uUojwiIpKQiTo7zZgxA6tXr0aHDh1Uy3r06AELCwu8+eabuH79Or777ju88cYbWiuUSF2XH2SUuVxEySSrC3ffQK8mTrwdRkRkRNS6AnT37t0yLy3Z2Njg3r17AABvb288fvxYs+qINHQ2Jg2JGfnlrhcBJGbk42xMWvUVRUREklMrAAUGBmLOnDl49OiRatmjR4/w/vvvIygoCABw584duLm5aadKIjWlZJUfftTZjoiIaga1boGFhoZi8ODBaNCggSrkxMfHo3Hjxti1axcAIDs7Gx9//LH2KiVSg4O1RaW2s6tlpuNKiIhIn6gVgHx9fXHjxg0cPHgQt2/fVi3r1asXZLKSi0pDhgzRWpFE6mrbqC6cbS2QlJGPih53/DYsCt6OteFiV6vaaiMiIumo9Rh8TcfH4GuW/dcSMeXniwBQKgQJT98/ezy+rpUZlo1uhY5e9lKUSUREGtL5OEAAkJOTg/DwcMTFxaGwsLDUuunTp6vTpN5gAKp59l9LxMLdN0p1iH42DlBTF1u8/fMFXH+YCZkAvNfHF1O6ekIQ+FQYEZEh0XkAunTpEvr374/c3Fzk5OSgbt26ePz4MSwtLeHg4KB6EsxQMQDVTAqlWO5I0PlFCny88xr+e+EBAKB3E0d8MyIANhamUpZMRERVoPOBEGfNmoWBAwfiyZMnqFWrFk6fPo3Y2FgEBgbim2++UatoIl2TywS096yHwS1d0d6zXqlxfyxM5VjySgt8ObQ5zOQyHLyRjMHL/8KtpEwJKyYiIl1RKwBFRkbi3XffhUwmg1wuR0FBAdzc3LB48WJ8+OGH2q6RqFoIgoDX2rlj29vt4WJrgZjHORi64iR2RSZIXRoREWmZWgHI1NRU9bSXg4MD4uLiAAC2traIj4/XXnVEEghws8Of0zujs7c98ooUmLElEp/+cR2FxUqpSyMiIi1RKwC1atUK586dAwB07doVn3zyCX755RfMnDkTzZo102qBRFKoa2WG9a+3xbRgLwDA+pP3MWr1KSRm5ElcGRERaYNaAejLL7+Es3PJDNpffPEF6tSpgylTpuDRo0dYvXq1VgskkopcJuC9Pr74aXwbWFuY4GJcOvp/fxxHbiVLXRoREWmI4wCVgU+B0T/FpuYg5NeLuJZQ0in6zS6NMaePL0zlav0bgoiIdEDnT4ERGRuPelb4fUoHTOzQEACwOuIeXl11CvFpudIWRkREalErAKWmpiIkJARNmjSBvb096tatW+pFVBOZm8jx6aCmWDU2EDYWJoiMT8eAH45j/7UkqUsjIqIqUmsusHHjxiE6OhqTJk2Co6MjR8wlo9K3mROautjgnc2XEBmfjrd/voCJHRpiXn8/mJvIpS6PiIgqQa0+QNbW1jhx4gQCAgJ0UZPk2AeIKqNIocSSA1FYHVEy8nkzVxssH90aDe2tJK6MiMg46bwPkJ+fH/Ly+DgwGTdTuQwf9vfH2oltUMfSFNcSMvHyshMcOJGIyACoFYD+85//4KOPPkJ4eDhSU1ORmZlZ6kVkTLr7OWLvjM4IalgH2QXFmLElErO2RiIrv0jq0oiIqBxqBSA7OztkZmaie/fucHBwQJ06dVCnTh3Y2dmhTp062q6RSO8529bC5n+9hJk9vSETgB2XEtD/h+O4EJsmdWlERFQGtTpBjxkzBqampvj111/ZCZroKRO5DDN7+qCztz1mbIlEfFoeRvx4Gu9098K0YC+YcMwgIiK9oVYnaEtLS1y6dAm+vr66qEly7ARNmsrML8KCXdex41JJf6DW7nb4flQruNW1lLgyIqKaS+edoNu0acNJT4kqYGNhiv8b2RLfj2oJa/OSaTT6fX8cOy49kLo0IiKCmleAtm3bhk8//RRz5sxB8+bNYWpqWmp9ixYttFagFHgFiLQpPi0Xs3+LxLn7TwAAgwJc8NmQZrCtZfqCPYmIqCqq8v2tVgCSyZ6/cCQIAkRRhCAIUCgUVW1SrzAAkbYVK5RYeewuvjt8BwqlCBdbC3zzagA6eNlLXRoRUY2h8wAUGxtb4XoPD4+qNqlXGIBIVy7FPcHMrZGITS2ZQ2xih4aY29cPtcw4gjQRkaZ0HoAqa8CAAfjpp5/g7Oysqx+hEwxApEs5BcX4cu9N/HImDgDQ2N4KS0e2REs3O2kLIyIycHozG3xERARHjCb6BytzE3wxtDnWvx4ERxtz3Hucg+ErT+Lbg1EoLFZKXR4RkVHgwCREEunm64CDM7ticEsXKJQilh2JxtD//IWopCypSyMiqvEYgIgkZGtpiu9HtcKK11rDztIU1x9mYuCyE/gx/C4USp3dnSYiMnoMQER6YEALZxyc2QXd/RxQqFBi0b5bGLX6FGIe50hdGhFRjcQARKQnHGwsEDqhDb4a1hxWZnKcu/8E/b6PwE/H7/FqEBGRljEAEekRQRAwqq079s/sgo5e9ZBfpMTne25ixI+ncO9RttTlERHVGDoNQB9++CHq1q2ryx9BVCO51bXEz5Pa4cuhJVeDLsQ+Qb/vj2NNBK8GERFpQ6XHAfrjjz8q3eigQYPULkgfcBwg0icPnuRi3varOH7nMQCglbsdlrwSAC+H2hJXRkSkX3QyEOI/p794NvXF398/w6kwiLRLFEVsPRePz/fcRHZBMcxMZHi3lw8md24MuUx4cQNEREZAJwMhKpVK1evgwYNo2bIl9u3bh/T0dKSnp2Pv3r1o3bo19u/fr/EBEFFpz/oGHZzVBV196qOwuORJseErT+J2MscNIiKqKrX6AM2cORPff/89+vTpAxsbG9jY2KBPnz5YunQppk+fXul2IiIiMHDgQLi4uEAQBOzcufO5bW7evIlBgwbB1tYWVlZWCAoKQlxcXIXtfvfdd/D19UWtWrXg5uaGWbNmIT8/v6qHSaR3XOxqYf3rQVj8SgtYW5ggMj4dA344ju8O3eYo0kREVaBWALp79y7s7OyeW25ra4v79+9Xup2cnBwEBARgxYoV5f6cTp06wc/PD8eOHcOVK1cwf/58WFhYlNvmr7/+ig8++AALFizAzZs3ERoaiq1bt+LDDz+sdF1E+kwQBIxo44awWV3R098BRQoR3x26g4HLTuBS3BOpyyMiMghqTYbapUsXWFhYYNOmTXB0dAQAJCcnY/z48cjPz0d4eHjVCxEE7NixA0OGDFEtGzVqFExNTbFp06ZKtzNt2jTcvHkThw8fVi179913cebMGZw4caLMfQoKClBQUKB6n5mZCTc3N/YBIr0niiL+vJKIT/+4jtScQggC8EbHRni3tw8szUykLo+IqFrpfDLUtWvXIjExEe7u7vDy8oKXlxfc3d2RkJCA0NBQtYr+J6VSiT179sDHxwd9+vSBg4MD2rVrV+Ztsr/r0KEDLly4gLNnzwIA7t27h71796J///7l7rNo0SLY2tqqXm5ublo5BiJdEwQBAwNccGh2Vwxr5QpRBEJPxKDPdxE48fSpMSIiep5aV4CAkn95hoWF4datWwAAf39/9OzZs9TTYFUq5B9XgJKSkuDs7AxLS0t8/vnnCA4Oxv79+/Hhhx/i6NGj6Nq1a7lt/fDDD3jvvfcgiiKKi4vx9ttvY+XKleVuzytAVFMci0rBRzuuISE9DwDwamADfDygCWwtTSWujIhI93TyGHx58vPzYW5urnbwURXyjwD08OFDuLq6YvTo0fj1119V2w0aNAhWVlbYvHlzme0cO3YMo0aNwueff4527dohOjoaM2bMwL/+9S/Mnz+/UrXwMXgyZNkFxViy/xY2no6FKAL2tc2xcFBT9G/upPHnlIhIn+n8FphSqcRnn30GV1dX1K5dGzExMQCA+fPna+0WmL29PUxMTNCkSZNSy/39/St8Cmz+/PkYN24cJk+ejObNm2Po0KH48ssvsWjRIiiVfEqGar7a5iZYOLgZtr3VHp71rfA4uwAhv17Evzaex8OnV4aIiIydWgHo888/x/r167F48WKYmZmpljdr1gw//fSTVgozMzNDUFAQoqKiSi2/ffs2PDw8yt0vNzf3uUEb5XI5AEDDi11EBqVNw7rYM70zpvfwhqlcwKGbKei1NBwbTt7ndBpEZPTUCkAbN27E6tWrMWbMGFW4AICAgABVn6DKyM7ORmRkJCIjIwEAMTExiIyMVF3hmTNnDrZu3Yo1a9YgOjoay5cvx+7duzF16lRVG+PHj8e8efNU7wcOHIiVK1diy5YtiImJQVhYGObPn4+BAweWqpXIGFiYyjG7lw/2TO+M1u52yClUYMEf1/HKqpO4lZQpdXlERJJR6znZhIQEeHl5PbdcqVSiqKio0u2cP38ewcHBqvezZ88GAEyYMAHr16/H0KFDsWrVKixatAjTp0+Hr68vfv/9d3Tq1Em1T1xcXKkrPh9//DEEQcDHH3+MhIQE1K9fHwMHDsQXX3yhzqES1Qg+jtb479sd8MuZWHy9PwqX4tLx8g8n8HZXT0zr7gULU/7jgIiMi1qdoAMDAzFr1iyMHTsW1tbWuHz5Mho3box///vfCAsLw/Hjx3VRa7VhJ2iqyRIz8vDJrusIu5EMAGhkb4UvhzZHe896EldGRKSZqnx/q3UF6JNPPsGECROQkJAApVKJ7du3IyoqChs3bsSff/6pVtFEVD2cbWthzfg22H8tEZ/suo6YxzkYveY0RrRpgA/7+8PO0uzFjRARGTi1H4M/fvw4/v3vf+Py5cvIzs5G69at8cknn6B3797arrHa8QoQGYvM/CJ8ve8WfjlT0u+unpUZPn7ZH0NauvKReSIyONU6DlBNxABExub8/TTM234Vd1KyAQCdvOzx+ZBmaGhvJXFlRESVp/NxgM6dO4czZ848t/zMmTM4f/68Ok0SkYSePTI/p48vzE1kOBH9GL2/i8DyI3c4yzwR1UhqBaCQkBDEx8c/tzwhIQEhISEaF0VE1c/MRIaQYC8cmNkFnbzsUVisxDcHb+PlZcdx/n6a1OUREWmVWgHoxo0baN269XPLW7VqhRs3bmhcFBFJp6G9FTZNaovvRrZEPSsz3E7OxiurTmHe9qvIyK38MBdERPpMrQBkbm6O5OTk55YnJibCxEStB8uISI8IgoAhrVxxaHZXjGjTAACw+Wwceiw9hl2RCRxVnYgMnloBqHfv3pg3bx4yMjJUy9LT0/Hhhx+iV69eWiuOiKRVx8oMi18JwJY3X3o6r1ghZmyJxNjQM7j3KFvq8oiI1KbWU2AJCQno0qULUlNT0apVKwBAZGQkHB0dERYWBjc3N60XWp34FBjR8wqKFVgTcQ/LjkSjoFgJM7kMU4M98XZXT44kTUR6oVoeg8/JycEvv/yCy5cvo1atWmjRogVGjx4NU1NTtYrWJwxAROWLTc3Bxzuv4fidxwBKRpL+bHAzdPK2l7gyIjJ2HAdIQwxARBUTRRF7ribi37tvICWrAAAwuKULPh7QBPWtzSWujoiMlc4D0MaNGytcP378+Ko2qVcYgIgqJzO/CEsP3saGU/chioC1hQne7+uH19q6Qy7jSNJEVL10HoDq1KlT6n1RURFyc3NhZmYGS0tLpKUZ9pghDEBEVXPlQTo+3HEV1xIyAQABbnb4YkgzNHO1lbgyIjImOh8J+smTJ6Ve2dnZiIqKQqdOnbB582a1iiYiw9WigR12hXTCpwOboLa5CS7Hp2PQ8hP49I/ryMzn2EFEpH+02gfo/PnzGDt2LG7duqWtJiXBK0BE6kvJzMdne25i9+WHAID61ub4eIA/BgW4cIJVItIpnV8BKo+JiQkePnyozSaJyMA42Fhg2ehW+HlSOzS2t8KjrALV2EF3OXYQEekJta4A/fHHH6Xei6KIxMRELF++HG5ubti3b5/WCpQCrwARaUdBsQI/ht/D8qPRKHw6dtBbXRsjJNiLYwcRkdbpvBO0TFb6wpEgCKhfvz66d++Ob7/9Fs7OzlVtUq8wABFpV2xqDj7ZdR3htx8BANzq1sLCQU3R3c9R4sqIqCbhOEAaYgAi0j5RFLH/WhIW7r6BpMx8AECvJo5YMLAJGtSxlLg6IqoJJOsDRERUHkEQ0K+5Mw692xVvdmkMuUxA2I1k9FwajhVPb5EREVWXSl8Bmj17dqUbXbp0qdoF6QNeASLSvaikLMzfdQ1nY0rGDWtcv2RKjY5enFKDiNRTle9vk8o2eunSpVLvL168iOLiYvj6+gIAbt++DblcjsDAQDVKJiJj4+tkja1vvoQdlxKwYttpDNzxCxp8fhQFeemQu7nB5I3XgalTAVsOpkhE2lfpAHT06FHV/y9duhTW1tbYsGGDalToJ0+e4PXXX0fnzp21XyUR1UiCIGCYvRJDNs9BUXIyfvfriui6bmieeh8DP10I+aZNEI4dAxwcpC6ViGoYtTpBu7q64uDBg2jatGmp5deuXUPv3r0Nfiwg3gIjqkY9egD37gHh4bgmt8VHO6/hcnw6GqUl4Pct84COHVF33x8vboeIjJ7OO0FnZmbi0aNHzy1/9OgRsrKy1GmSiIzRzZvAkSPAV18B7u5o5mqLHVM6YNGw5njSoCGWth8FmwN7sHDlQaRk5UtdLRHVIGoFoKFDh+L111/H9u3b8eDBAzx48AC///47Jk2ahGHDhmm7RiKqqc6eLfnvoEGqRTKZgNFt3XH03W6wfHUYTEQl4g+dQI9vwrH2RAyKFXxajIg0p1YAWrVqFfr164fXXnsNHh4e8PDwwGuvvYa+ffviP//5j7ZrJKKayuRpN8S8vOdW1bEyw4fdPAAADRxskFVQjH//eQMvLzuhenKMiEhdGg2EmJOTg7t37wIAPD09YWVlpbXCpMQ+QETVJCkJcHMDliwBZs58fv2CBcC330LxIAFbozKw+MAtpOeWzC4/rJUrPujvBwdri+qtmYj0VrUNhJiYmIjExER4e3vDysoKHFSaiKrEyQkYOxb4+GNg/37g2d8hogj8978lfYPeegtyO1u81q7kttjotu4QBGD7pQTeFiMital1BSg1NRUjRozA0aNHIQgC7ty5g8aNG+ONN95AnTp18O233+qi1mrDK0BE1SgnBxg6FAgLAwICAD8/4MqVkg7Sw4YBmzcDZmaldomMT8cnu67hyoMMAICvozUWDm6KlxrXk+IIiEhP6PwK0KxZs2Bqaoq4uDhYWv5vDp+RI0di//796jRJRMbKyqrk6s++fUCTJkBKCtCmTcnTYf/973PhBwBautlhx9SO+HJoc9SxNEVUchZGrT6N6ZsvISmDT4sR0YupdQXIyckJBw4cQEBAAKytrXH58mU0btwY9+7dQ4sWLZCdna2LWqsNrwARGY4nOYX4NiwKv5yJgygCVmZyTO/hjdc7NoKZCac7JDImOr8ClJOTU+rKzzNpaWkwNzdXp0kiIrXUsTLD50OaY/e0TmjlboecQgUW7buFvt9H4Pid58crIyIC1AxAnTt3xsaNG1XvBUGAUqnE4sWLERwcrLXiiIgqq5mrLX5/uwOWvNIC9rXNcO9RDsaFnsWUny/gwZNcqcsjIj2j1i2w69evo3v37mjdujWOHDmCQYMG4fr160hLS8Nff/0FT09PXdRabXgLjMiwZeQV4btDt7HxVCwUShEWpjJM7eaFN7s0hoWpXOryiEhHqvL9XeUAVFRUhL59+2LRokUICwvD5cuXkZ2djdatWyMkJATOzs4aFa8PGICIaoZbSZlYsOs6zjwdONGtbi3MH9AEvZo4QhAEiasjIm3TaQACgPr16+PkyZPw9vZWu0h9xgBEVHOIoojdVxLx5Z6bSMoseUKsi099fPJyE3g51Ja4OiLSJp13gh47dixCQ0PVKo6IqDoJgoBBAS44/G5XTO3mCTO5DBG3H6HvdxH4cu9NZOUXSV0iEUlArStA77zzDjZu3Ahvb28EBgY+NwXG0qVLtVagFHgFiKjmuv84B5/9eQOHb6UAAOpbm2NePz8MbeXK22JEBk7nt8AqetJLEAQcOXKkqk3qFQYgoprv6K0ULNx9HfdTS54QC/Sog08HNkXzBrYSV0ZE6tJ5AKrpGICIjENBsQKhJ2Kw/Eg0cgsVEARgVJAb3uvti3q1OaYZkaFhANIQAxCRcUnKyMdX+25iZ+RDAIC1hQlm9fTBuPYeMJVzNGkiQ8EApCEGICLjdO5+Gj794zquP8wEAHg71MaCgU3Rydte4sqIqDIYgDTEAERkvBRKEb+dj8eSA1FIyykEAPRp6oiPBzSBW93npwAiIv3BAKQhBiAiysgtwv8duo1Np0tGkzYzkeHNzo0xNdgTlmYmUpdHRGVgANIQAxARPXM7OQsLd1/HX9GpAAAnGwvM6++HQQEufGyeSM8wAGmIAYiI/k4URRy4nozP99zAgyd5APjYPJE+YgDSEAMQEZUlv+h/j83nFZU8Nj8i0A3v9fFFfWs+Nk8kNQYgDTEAEVFF/vnYfG1zE0zv4YWJHRrBzISPzRNJhQFIQwxARFQZF2LTsHD3DVx5kAEAaGRvhfkv+6O7n6PElREZJwYgDTEAEVFlKZUi/nvxARbvj8Lj7AIAQFef+pj/sj+8HKwlro7IuDAAaYgBiIiqKiu/CMuORGPdXzEoUogwkQkY194DM3v4wNbSVOryiIwCA5CGGICISF0xj3PwxZ4bOHSzZLb5OpammN3bF6OD3GDCaTWIdIoBSEMMQESkqeN3HuHfu2/gTko2AMDX0RqfDGyCjl6cVoNIVxiANMQARETaUKxQ4tezcVgadhvpuUUAgN5NHPHRAH941LOSuDqimqcq39+SX4+NiIjAwIED4eJSMqrqzp07S60XBKHM15IlSypsd8WKFWjYsCEsLCzQrl07nD17VodHQUT0PBO5DOPbN8Sx97phYoeGkMsEHLyRjF5LI7Bo301k5RdJXSKR0ZI8AOXk5CAgIAArVqwoc31iYmKp19q1ayEIAoYPH15um1u3bsXs2bOxYMECXLx4EQEBAejTpw9SUlJ0dRhEROWyszTDp4OaYv+MzujsbY9ChRI/ht9D8DfHsOVsHBRKXognqm56dQtMEATs2LEDQ4YMKXebIUOGICsrC4cPHy53m3bt2iEoKAjLly8HACiVSri5ueGdd97BBx988MI6eAuMiHRFFEUcuZWCL/bcxL3HOQCAJs42mP9yE7T3rCdxdUSGzaBugVVFcnIy9uzZg0mTJpW7TWFhIS5cuICePXuqlslkMvTs2ROnTp0qc5+CggJkZmaWehER6YIgCOjh74j9M7tg/stNYGNhghuJmRi95jTe3nQBcam5UpdIZBQMKgBt2LAB1tbWGDZsWLnbPH78GAqFAo6OpUdidXR0RFJSUpn7LFq0CLa2tqqXm5ubVusmIvonMxMZJnVqhGNzgjHuJQ/IBGD/9ST0XBrO/kFE1cCgAtDatWsxZswYWFhYaLXdefPmISMjQ/WKj4/XavtEROWpa2WGz4Y0w74ZXZ7rH7SZ/YOIdMZgAtDx48cRFRWFyZMnV7idvb095HI5kpOTSy1PTk6Gk5NTmfuYm5vDxsam1IuIqDr5Ollj4xttETqhDRrbW+FxdiHmbb+KAT8cx8nox1KXR1TjGEwACg0NRWBgIAICAirczszMDIGBgaU6SSuVShw+fBjt27fXdZlERGorq3/QraQsvPbTGfxr43nEPO00TUSakzwAZWdnIzIyEpGRkQCAmJgYREZGIi4uTrVNZmYmtm3bVu7Vnx49eqie+AKA2bNnY82aNdiwYQNu3ryJKVOmICcnB6+//rpOj4WISBue9Q8KnxOMCe09IJcJCLuRjN7/F47P/ryBjFz2DyLSlInUBZw/fx7BwcGq97NnzwYATJgwAevXrwcAbNmyBaIoYvTo0WW2cffuXTx+/L9LxCNHjsSjR4/wySefICkpCS1btsT+/fuf6xhNRKTP6liZYeHgZhjX3gNf7LmJo1GPEHoiBtsvPsDsXj4Y3dad84sRqUmvxgHSFxwHiIj0UfjtR/j8z//NL+btUBsfDfBHN18HiSsj0g+cC0xDDEBEpK+KFUpsPhePpQej8OTprbCuPvXx0QB/+DhaS1wdkbQYgDTEAERE+i4jrwjLj9zB+pP3UaQQIROA0W3dMauXD+xrm0tdHpEkGIA0xABERIYiNjUHi/bewv7rJQO9WpubIKS7FyZ2aAgLU7nE1RFVLwYgDTEAEZGhOXMvFZ/tuYFrCSVT+bjVrYUP+vqjf3MnCIIgcXVE1YMBSEMMQERkiJRKETsuJWDxgVtIziwAAAR61MH8l5ugpZudtMURVQMGIA0xABGRIcstLMbqiHv4Mfwe8ooUAIDBLV3wfl8/uNrVkrg6It1hANIQAxAR1QRJGflYciAK2y89gCiWDLA4uVMjTOnmCWsLU6nLI9I6BiANMQARUU1yLSEDn++5gdP30gAA9rXNMKuXD0a2ceNAilSjMABpiAGIiGoaURRx6GYKFu29iXtP5xTjQIpU0zAAaYgBiIhqqiKFEr+cjsV3h+8g/elAip297fHRAH/4OfHvOzJsDEAaYgAiopouI7cIy4+WHkhxRBs3zO7lAwcbC6nLI1ILA5CGGICIyFjEpubg6/23sPdqyUCKlmZyvNXFE//q0giWZpLPl01UJQxAGmIAIiJjc/5+Gj7fcxOR8ekAAEcbc7zb2xfDWzeAXMaBFMkwMABpiAGIiIyRKIr480oivt5/Cw+e5AEA/J1t8FF/f3Tytpe4OqIXYwDSEAMQERmzgmIFNp6MxQ9H7iArvxgAEOxbH/P6c8Z50m8MQBpiACIiAp7kFOKHI3ew6VQsipUlHaVHBrljVi9vOFizozTpHwYgDTEAERH9T8zjHHy9738zzrOjNOkrBiANMQARET3v3P00fPG3jtIO1uZ4t7cPXgl0Y0dp0gsMQBpiACIiKpsoithztaSjdHxaSUdpX0drfNDfD9186kMQGIRIOgxAGmIAIiKqWEGxAptOxWLZkWhk5JWMKN3Jyx7z+vuhqYutxNWRsWIA0hADEBFR5TwbUXrDyVgUKpQQBGBoK1e819sXLna1pC6PjAwDkIYYgIiIqiY+LReLD0Rh9+WHAABzExle79gIU4M9YWNhKnF1ZCwYgDTEAEREpJ7I+HR8ufcmzsakAQDqWJrine7eGPuSB8xMZBJXRzUdA5CGGICIiNQniiKO3ErBon23EJ2SDQBwr2uJ9/v6YkBzZ3aUJp1hANIQAxARkeaKFUpsu/AAS8Nu41FWAQAgwM0OH/bzQ7vG9SSujmoiBiANMQAREWlPbmEx1kTE4MeIu8gtVAAAevo7YG5fP3hzag3SIgYgDTEAERFp36OsAnx/+DY2n42HQjW1hhtm9vSBow2n1iDNMQBpiAGIiEh3olOyseTALRy4ngwAsDCVYXKnxnira2NY84kx0gADkIYYgIiIdO/8/TR8ufcmLsalAwDqWplhencvvNaOT4yRehiANMQARERUPURRxIHryVi8/xbuPc4BAHjUs8ScPnxijKqOAUhDDEBERNWrSKHE1nPx+O7QHTzO/t8TYx/09UN7Tz4xRpXDAKQhBiAiImnkFBRjzfF7WB1xT/XEWLBvfbzf1w/+zvz7mCrGAKQhBiAiImmlZOVj2eFobD4bh2KlCEEAhrVqgNm9feDKOcaoHAxAGmIAIiLSDzGPc/DNgSjsuZoIADAzkWFih4aY2s0TdpZmEldH+oYBSEMMQERE+iUyPh1f7buJ0/dK5hiztjDB1G5eeL1jQ1iYyiWujvQFA5CGGICIiPSPKIo4dvsRvt53C7eSsgAATjYWmNXLG8NbN4CJnI/OGzsGIA0xABER6S+FUsSuyAR8e/A2EtLzAABeDrUxp48vejdx5KPzRowBSEMMQERE+i+/SIGfT8dixdFoPMktAgC0drfD3L6cbNVYMQBpiAGIiMhwZOYXYXX4PYSeiEFeUcmj8939HPB+X1/4OfHvcGPCAKQhBiAiIsOTkpmP7w/fwZZzJZOtCgIwtKUrZvXygVtdS6nLo2rAAKQhBiAiIsMV8zgH3xyMwp4rTx+dl8sw5iV3TAv2Qr3a5hJXR7rEAKQhBiAiIsN35UE6vtp3CyfvpgIArMzk+FeXxpjcuTFqm5tIXB3pAgOQhhiAiIhqBlEUcSL6Mb7efwvXEjIBlMw6Py3YC2Necoe5CccQqkkYgDTEAEREVLMolSL2XUvCNwejEPN01nlXu1qY3csHQ1q5Qi7jo/M1AQOQhhiAiIhqpiKFEv+98ADfHbqN5MySWed9HGtjTh8/9PR34BhCBo4BSEMMQERENVteoQIbTt3Hf45GIzO/GEDJGELv9/XDSxxDyGAxAGmIAYiIyDhk5Bbhx4i7WPtXDPKLlACALj718X4fXzRztZW4OqoqBiANMQARERmXlMx8/HDkDracjUexsuRrcUALZ7zbyweN69eWuDqqLAYgDTEAEREZp9jUHPxf2G3suvwQogjIZQJeDWyAGT294WxbS+ry6AUYgDTEAEREZNxuJmbimwNROHwrBQBgZiLDhPYemNLNC3WtzCSujsrDAKQhBiAiIgKA8/fTsHh/FM7eTwMA1DY3weTOjTCpUyNYW5hKXB39EwOQhhiAiIjoGVEUcez2IyzZH4UbiSWDKdaxNEVIsBfGvuQBC1MOpqgvGIA0xABERET/pFSK2HstEUsP3sa9p4MpOtlYYHoPb7zapgFM5TKJKyQGIA0xABERUXmKFUpsv5iA7w7dxsOMfACARz1LzO7lg4EtXCDjqNKSYQDSEAMQERG9SEGxAr+eicOKo9F4nF0IAPBzssa7vX05qrREGIA0xABERESVlVNQjPUn72NV+F1kPR1VOsDNDnN6+6KjVz0GoWpUle9vyW9YRkREYODAgXBxcYEgCNi5c2ep9YIglPlasmRJuW0uWrQIQUFBsLa2hoODA4YMGYKoqCgdHwkRERkjK3MThAR74cT73TGlmydqmcpxOT4dY0PPYPSa07gQmyZ1iVQGyQNQTk4OAgICsGLFijLXJyYmlnqtXbsWgiBg+PDh5bYZHh6OkJAQnD59GmFhYSgqKkLv3r2Rk5Ojq8MgIiIjZ2tpirl9/RD+fjdM7NAQZnIZTt9Lw/CVp/D6urO4lpAhdYn0N3p1C0wQBOzYsQNDhgwpd5shQ4YgKysLhw8frnS7jx49goODA8LDw9GlS5cXbs9bYEREpKmE9DwsO3wH2y48gOLp9Br9mzthdi8feDlYS1xdzWRQt8CqIjk5GXv27MGkSZOqtF9GRknqrlu3bpnrCwoKkJmZWepFRESkCVe7WvhqeAscmt0Vg1u6QBCAvVeT0Pv/IjD7t0jEpeZKXaJRM6gAtGHDBlhbW2PYsGGV3kepVGLmzJno2LEjmjVrVuY2ixYtgq2trerl5uamrZKJiMjINbK3wvejWmHfjM7o3cQRShHYfjEB3b89hg93XEViRp7UJRolg7oF5ufnh169emHZsmWVbnPKlCnYt28fTpw4gQYNGpS5TUFBAQoKClTvMzMz4ebmxltgRESkdZHx6VgadhsRtx8BKJlnbEw7d0zp5gkHawuJqzNsVbkFZlJNNWns+PHjiIqKwtatWyu9z7Rp0/Dnn38iIiKi3PADAObm5jA3N9dGmURERBVq6WaHjW+0xdmYNHxzMApnY9Kw7q/72HI2HhM6NMRbXRqjDidc1TmDuQUWGhqKwMBABAQEvHBbURQxbdo07NixA0eOHEGjRo2qoUIiIqLKa9uoLra++RI2TWqLADc75BUpsCr8LjovPor/C7uNzPwiqUus0SQPQNnZ2YiMjERkZCQAICYmBpGRkYiLi1Ntk5mZiW3btmHy5MllttGjRw8sX75c9T4kJAQ///wzfv31V1hbWyMpKQlJSUnIy+N9ViIi0h+CIKCzd33snNoBoRPawN/ZBtkFxfj+8B10/vooVhyNRk5BsdRl1kiS9wE6duwYgoODn1s+YcIErF+/HgCwevVqzJw5E4mJibC1tX1u24YNG2LixIn49NNPAaDcUTfXrVuHiRMnvrAmPgZPRERSUCpF7LuWhP87dBvRKdkAgHpWZni7qyfGvuSBWmaceb4inApDQwxAREQkJYVSxK7IBHx/+A5inz4uX9/aHFO7eWJ0W3dYmDIIlYUBSEMMQEREpA+KFEpsv/gAPxyORkJ6STcOZ1sLhAR7YUQbN5iZSN6TRa8wAGmIAYiIiPRJYbESv52Px/Ij0UjKzAcANKhTC9O7e2NYa1eYyBmEAAYgjTEAERGRPsovUmDz2TisOHoXj7NLxq9rWM8S03t4Y1CAi9EHIQYgDTEAERGRPssrVODn07FYGX4XaTmFAIDG9laY0dMbL7dwgVxW9sNANR0DkIYYgIiIyBDkFBRjw6n7WB1xD+m5JeMGeTnUxsye3ujfzBkyIwtCDEAaYgAiIiJDkpVfhA0nS4JQZn7JuEG+jtaY2dMbfZo6GU0QYgDSEAMQEREZooy8Iqz7Kwahx2OQ9XQARX9nG8zs6Y3eTRzLHSevpmAA0hADEBERGbKM3CL8dOIe1p6IQU6hAgDQ1MUGM3v6oKe/Q40NQgxAGmIAIiKimuBJTiFWH7+HDSfvI/dpEGruaouZPb3R3a/mBSEGIA0xABERUU2Sml2A1cfvYePJWOQVlQShgAa2mNnTB91869eYIMQApCEGICIiqolSswuwOuIeNp76WxBys8PMnt7o5mP4QYgBSEMMQEREVJM9VgWh+8gvUgIAWj4NQl0NOAgxAGmIAYiIiIzBo6wC/Bh+Fz+fia0RQYgBSEMMQEREZExSsvKxOvxeqSBkiLfGGIA0xABERETG6FFWAVZH3MWm038LQgbUWZoBSEMMQEREZMzKC0Izenoj2Fd/H59nANIQAxAREVFJEFpzvHRn6RYNbDG9uzd66OGAigxAGmIAIiIi+p9nQWjT3x6fb+pig+k99GuKDQYgDTEAERERPe9xdgF+Oh6Djaf+N7K0v7MNpnf30otJVxmANMQAREREVL60nEKEnriHDSdjkf100lU/J2u8090b/ZpJF4QYgDTEAERERPRi6bmFWHsiBuv+uq+afd7boTamdffCyy1cIK/mIMQApCEGICIiosrLyC3C2r9isPavGGTllwShxvWtMC3YC4MCXGAil1VLHQxAGmIAIiIiqrrM/CKs/+s+Qk/EICOvCADgUc8SId28MLS1K0x1HIQYgDTEAERERKS+7IJibDoVizXH7yEtpxAA4GpXC1ODPfFKYAOYm8h18nMZgDTEAERERKS53MJi/HomDqvC7+FxdgEAwNnWAm939cTIIDdYmGo3CDEAaYgBiIiISHvyixTYfDYOq8LvIjmzJAjVtzbH3umdUd/aXGs/pyrf3yZa+6lEREREZbAwleP1jo0wuq07tl14gJVHo+Fez1Kr4aeqGICIiIioWliYyjHuJQ+MbOOm6hsklep5Lo2IiIjoKTMTGZxsLSStgQGIiIiIjA4DEBERERkdBiAiIiIyOgxAREREZHQYgIiIiMjoMAARERGR0WEAIiIiIqPDAERERERGhwGIiIiIjA4DEBERERkdBiAiIiIyOgxAREREZHQYgIiIiMjomEhdgD4SRREAkJmZKXElREREVFnPvreffY9XhAGoDFlZWQAANzc3iSshIiKiqsrKyoKtrW2F2whiZWKSkVEqlXj48CGsra0hCIJW287MzISbmxvi4+NhY2Oj1bb1QU0+vpp8bACPz5DV5GMDeHyGrLqPTRRFZGVlwcXFBTJZxb18eAWoDDKZDA0aNNDpz7Cxsalxv+h/V5OPryYfG8DjM2Q1+dgAHp8hq85je9GVn2fYCZqIiIiMDgMQERERGR0GoGpmbm6OBQsWwNzcXOpSdKImH19NPjaAx2fIavKxATw+Q6bPx8ZO0ERERGR0eAWIiIiIjA4DEBERERkdBiAiIiIyOgxAREREZHQYgHRgxYoVaNiwISwsLNCuXTucPXu2wu23bdsGPz8/WFhYoHnz5ti7d281VVo1ixYtQlBQEKytreHg4IAhQ4YgKiqqwn3Wr18PQRBKvSwsLKqp4sr79NNPn6vTz8+vwn0M5bwBQMOGDZ87PkEQEBISUub2+n7eIiIiMHDgQLi4uEAQBOzcubPUelEU8cknn8DZ2Rm1atVCz549cefOnRe2W9XPri5UdGxFRUWYO3cumjdvDisrK7i4uGD8+PF4+PBhhW2q8/utKy86dxMnTnyu1r59+76wXX04d8CLj6+sz6EgCFiyZEm5berL+avMd0B+fj5CQkJQr1491K5dG8OHD0dycnKF7ar7edUUA5CWbd26FbNnz8aCBQtw8eJFBAQEoE+fPkhJSSlz+5MnT2L06NGYNGkSLl26hCFDhmDIkCG4du1aNVf+YuHh4QgJCcHp06cRFhaGoqIi9O7dGzk5ORXuZ2Njg8TERNUrNja2miqumqZNm5aq88SJE+Vua0jnDQDOnTtX6tjCwsIAAK+++mq5++jzecvJyUFAQABWrFhR5vrFixfjhx9+wKpVq3DmzBlYWVmhT58+yM/PL7fNqn52daWiY8vNzcXFixcxf/58XLx4Edu3b0dUVBQGDRr0wnar8vutSy86dwDQt2/fUrVu3ry5wjb15dwBLz6+vx9XYmIi1q5dC0EQMHz48Arb1YfzV5nvgFmzZmH37t3Ytm0bwsPD8fDhQwwbNqzCdtX5vGqFSFrVtm1bMSQkRPVeoVCILi4u4qJFi8rcfsSIEeKAAQNKLWvXrp341ltv6bRObUhJSREBiOHh4eVus27dOtHW1rb6ilLTggULxICAgEpvb8jnTRRFccaMGaKnp6eoVCrLXG8o500URRGAuGPHDtV7pVIpOjk5iUuWLFEtS09PF83NzcXNmzeX205VP7vV4Z/HVpazZ8+KAMTY2Nhyt6nq73d1Kev4JkyYIA4ePLhK7ejjuRPFyp2/wYMHi927d69wG309f//8DkhPTxdNTU3Fbdu2qba5efOmCEA8depUmW2o+3nVBl4B0qLCwkJcuHABPXv2VC2TyWTo2bMnTp06VeY+p06dKrU9APTp06fc7fVJRkYGAKBu3boVbpednQ0PDw+4ublh8ODBuH79enWUV2V37tyBi4sLGjdujDFjxiAuLq7cbQ35vBUWFuLnn3/GG2+8UeFkv4Zy3v4pJiYGSUlJpc6Pra0t2rVrV+75Ueezqy8yMjIgCALs7Owq3K4qv99SO3bsGBwcHODr64spU6YgNTW13G0N+dwlJydjz549mDRp0gu31cfz98/vgAsXLqCoqKjUufDz84O7u3u550Kdz6u2MABp0ePHj6FQKODo6FhquaOjI5KSksrcJykpqUrb6wulUomZM2eiY8eOaNasWbnb+fr6Yu3atdi1axd+/vlnKJVKdOjQAQ8ePKjGal+sXbt2WL9+Pfbv34+VK1ciJiYGnTt3RlZWVpnbG+p5A4CdO3ciPT0dEydOLHcbQzlvZXl2DqpyftT57OqD/Px8zJ07F6NHj65wosmq/n5LqW/fvti4cSMOHz6Mr7/+GuHh4ejXrx8UCkWZ2xvquQOADRs2wNra+oW3iPTx/JX1HZCUlAQzM7PnwviLvgOfbVPZfbSFs8GTWkJCQnDt2rUX3odu37492rdvr3rfoUMH+Pv748cff8Rnn32m6zIrrV+/fqr/b9GiBdq1awcPDw/89ttvlfrXmSEJDQ1Fv3794OLiUu42hnLejFlRURFGjBgBURSxcuXKCrc1pN/vUaNGqf6/efPmaNGiBTw9PXHs2DH06NFDwsq0b+3atRgzZswLHzDQx/NX2e8AfcYrQFpkb28PuVz+XI/35ORkODk5lbmPk5NTlbbXB9OmTcOff/6Jo0ePokGDBlXa19TUFK1atUJ0dLSOqtMOOzs7+Pj4lFunIZ43AIiNjcWhQ4cwefLkKu1nKOcNgOocVOX8qPPZldKz8BMbG4uwsLAKr/6U5UW/3/qkcePGsLe3L7dWQzt3zxw/fhxRUVFV/iwC0p+/8r4DnJycUFhYiPT09FLbv+g78Nk2ld1HWxiAtMjMzAyBgYE4fPiwaplSqcThw4dL/Wv679q3b19qewAICwsrd3spiaKIadOmYceOHThy5AgaNWpU5TYUCgWuXr0KZ2dnHVSoPdnZ2bh79265dRrSefu7devWwcHBAQMGDKjSfoZy3gCgUaNGcHJyKnV+MjMzcebMmXLPjzqfXak8Cz937tzBoUOHUK9evSq38aLfb33y4MEDpKamllurIZ27vwsNDUVgYCACAgKqvK9U5+9F3wGBgYEwNTUtdS6ioqIQFxdX7rlQ5/OqNTrtYm2EtmzZIpqbm4vr168Xb9y4Ib755puinZ2dmJSUJIqiKI4bN0784IMPVNv/9ddfoomJifjNN9+IN2/eFBcsWCCampqKV69eleoQyjVlyhTR1tZWPHbsmJiYmKh65ebmqrb55/EtXLhQPHDggHj37l3xwoUL4qhRo0QLCwvx+vXrUhxCud59913x2LFjYkxMjPjXX3+JPXv2FO3t7cWUlBRRFA37vD2jUChEd3d3ce7cuc+tM7TzlpWVJV66dEm8dOmSCEBcunSpeOnSJdWTUF999ZVoZ2cn7tq1S7xy5Yo4ePBgsVGjRmJeXp6qje7du4vLli1TvX/RZ1cfjq2wsFAcNGiQ2KBBAzEyMrLU57CgoKDcY3vR77e+HF9WVpb43nvviadOnRJjYmLEQ4cOia1btxa9vb3F/Pz8co9PX87di47vmYyMDNHS0lJcuXJlmW3o6/mrzHfA22+/Lbq7u4tHjhwRz58/L7Zv315s3759qXZ8fX3F7du3q95X5vOqCwxAOrBs2TLR3d1dNDMzE9u2bSuePn1ata5r167ihAkTSm3/22+/iT4+PqKZmZnYtGlTcc+ePdVcceUAKPO1bt061Tb/PL6ZM2eq/iwcHR3F/v37ixcvXqz+4l9g5MiRorOzs2hmZia6urqKI0eOFKOjo1XrDfm8PXPgwAERgBgVFfXcOkM7b0ePHi3zd/HZMSiVSnH+/Pmio6OjaG5uLvbo0eO54/bw8BAXLFhQallFn93qUtGxxcTElPs5PHr0qKqNfx7bi36/q1NFx5ebmyv27t1brF+/vmhqaip6eHiI//rXv54LMvp67kTxxb+boiiKP/74o1irVi0xPT29zDb09fxV5jsgLy9PnDp1qlinTh3R0tJSHDp0qJiYmPhcO3/fpzKfV10QnhZDREREZDTYB4iIiIiMDgMQERERGR0GICIiIjI6DEBERERkdBiAiIiIyOgwABEREZHRYQAiIiIio8MAREREREaHAYiIJNGwYUN89913UpdRbbp164aZM2dKXQYRPcUARERGb/PmzZDL5QgJCZG6FCKqJgxARGT0QkND8f7772Pz5s3Iz8+XuhwiqgYMQESkE926dcO0adMwbdo02Nrawt7eHvPnz8ffpx/Mzc3FG2+8AWtra7i7u2P16tWl2pg7dy58fHxgaWmJxo0bY/78+SgqKlKtv3z5MoKDg2FtbQ0bGxsEBgbi/PnzqvUnTpxA586dUatWLbi5uWH69OnIyckp9TNiYmJw8uRJfPDBB/Dx8cH27dtLrV+/fj3s7Oxw4MAB+Pv7o3bt2ujbty8SExNV2xQXF2P69Omws7NDvXr1MHfuXEyYMAFDhgwp98+noKAA7733HlxdXWFlZYV27drh2LFjVfkjJiINMAARkc5s2LABJiYmOHv2LL7//nssXboUP/30k2r9t99+izZt2uDSpUuYOnUqpkyZgqioKNV6a2trrF+/Hjdu3MD333+PNWvW4P/+7/9U68eMGYMGDRrg3LlzuHDhAj744AOYmpoCAO7evYu+ffti+PDhuHLlCrZu3YoTJ05g2rRppWpct24dBgwYAFtbW4wdOxahoaHPHUdubi6++eYbbNq0CREREYiLi8N7772nWv/111/jl19+wbp16/DXX38hMzMTO3furPDPZtq0aTh16hS2bNmCK1eu4NVXX0Xfvn1x586dKv0ZE5GadD7fPBEZpa5du4r+/v6iUqlULZs7d67o7+8viqIoenh4iGPHjlWtUyqVooODg7hy5cpy21yyZIkYGBioem9tbS2uX7++zG0nTZokvvnmm6WWHT9+XJTJZGJeXp4oiqKoUChENzc3cefOnaIoiuKjR49EMzMz8d69e6p91q1bJwIQo6OjVctWrFghOjo6qt47OjqKS5YsUb0vLi4W3d3dxcGDB5f685gxY4YoiqIYGxsryuVyMSEhoVR9PXr0EOfNm1fu8ROR9vAKEBHpzEsvvQRBEFTv27dvjzt37kChUAAAWrRooVonCAKcnJyQkpKiWrZ161Z07NgRTk5OqF27Nj7++GPExcWp1s+ePRuTJ09Gz5498dVXX+Hu3buqdZcvX8b69etRu3Zt1atPnz5QKpWIiYkBAISFhSEnJwf9+/cHANjb26NXr15Yu3ZtqeOwtLSEp6en6r2zs7OqzoyMDCQnJ6Nt27aq9XK5HIGBgeX+uVy9ehUKhQI+Pj6l6gsPDy91DESkOyZSF0BExuvZ7apnBEGAUqkEAJw6dQpjxozBwoUL0adPH9ja2mLLli349ttvVdt/+umneO2117Bnzx7s27cPCxYswJYtWzB06FBkZ2fjrbfewvTp05/7ue7u7gBKOj+npaWhVq1aqnVKpRJXrlzBwoULIZPJyq1T/FtfpqrKzs6GXC7HhQsXIJfLS62rXbu22u0SUeUxABGRzpw5c6bU+9OnT8Pb2/u5L/2ynDx5Eh4eHvjoo49Uy2JjY5/bzsfHBz4+Ppg1axZGjx6NdevWYejQoWjdujVu3LgBLy+vMttPTU3Frl27sGXLFjRt2lS1XKFQoFOnTjh48CD69u37wjptbW3h6OiIc+fOoUuXLqo2Ll68iJYtW5a5T6tWraBQKJCSkoLOnTu/8GcQkfYxABGRzsTFxWH27Nl46623cPHiRSxbtqzUFZyKeHt7Iy4uDlu2bEFQUBD27NmDHTt2qNbn5eVhzpw5eOWVV9CoUSM8ePAA586dw/DhwwGUPEH20ksvYdq0aZg8eTKsrKxw48YNhIWFYfny5di0aRPq1auHESNGlLpNBwD9+/dHaGhopQIQALzzzjtYtGgRvLy84Ofnh2XLluHJkyfPtfuMj48PxowZg/Hjx+Pbb79Fq1at8OjRIxw+fBgtWrTAgAEDKvVziUh9DEBEpDPjx49HXl4e2rZtC7lcjhkzZuDNN9+s1L6DBg3CrFmzMG3aNBQUFGDAgAGYP38+Pv30UwAl/WxSU1Mxfvx4JCcnw97eHsOGDcPChQsBlPQvCg8Px0cffYTOnTtDFEV4enpi5MiRAIC1a9di6NChZYaU4cOHY9y4cXj8+HGlap07dy6SkpIwfvx4yOVyvPnmm+jTp0+FV7rWrVuHzz//HO+++y4SEhJgb2+Pl156CS+//HKlfiYRaUYQNbmRTURUjm7duqFly5ZGNd3FM0qlEv7+/hgxYgQ+++wzqcshojLwChARkYZiY2Nx8OBBdO3aFQUFBVi+fDliYmLw2muvSV0aEZWDj8ETEWlIJpNh/fr1CAoKQseOHXH16lUcOnQI/v7+UpdGROXgLTAiIiIyOrwCREREREaHAYiIiIiMDgMQERERGR0GICIiIjI6DEBERERkdBiAiIiIyOgwABEREZHRYQAiIiIio/P/4EawGAMelYsAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60672.0 60673.0 4 1 Parameter('H', value=16.295107699860417, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[0.00084181] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_60672\n", + "plots/phase_curve_6098332225018000_60672.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60676.0 60677.0 5 2 Parameter('H', value=16.29534337479441, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[-0.01286632 0.00917784] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_60676\n", + "plots/phase_curve_6098332225018000_60676.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60702.0 60703.0 7 1 Parameter('H', value=16.29401818601951, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[-0.01209199] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_60702\n", + "plots/phase_curve_6098332225018000_60702.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60705.0 60706.0 8 1 Parameter('H', value=16.29247241215829, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[0.01321837] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_60705\n", + "plots/phase_curve_6098332225018000_60705.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60706.0 60707.0 9 1 Parameter('H', value=16.293970649676055, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", + "[-0.01828646] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_60706\n", + "plots/phase_curve_6098332225018000_60706.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61120.0 61121.0 10 1 Parameter('H', value=16.309316849336383, unit=mag) Parameter('G12', value=0.702862502959537, unit=, bounds=[0, 1])\n", + "[0.0181883] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61120\n", + "plots/phase_curve_6098332225018000_61120.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61145.0 61146.0 11 1 Parameter('H', value=16.33434736145541, unit=mag) Parameter('G12', value=0.8261153481101946, unit=, bounds=[0, 1])\n", + "[-0.00656506] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61145\n", + "plots/phase_curve_6098332225018000_61145.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61175.0 61176.0 12 1 Parameter('H', value=16.330209235268253, unit=mag) Parameter('G12', value=0.8089014064718072, unit=, bounds=[0, 1])\n", + "[-0.01664306] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61175\n", + "plots/phase_curve_6098332225018000_61175.png\n" + ] + }, + { + "data": { + "image/png": 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mZe6Tk5ODnJx/Gummp6dXoHoqT6emVrBXmCA+LRultfJpaGaETk2tarUuIiIirW0DpFKpsH//fri7u2PQoEGwsbGBj49PiY/Jnrd371506dIF/v7+sLW1RZs2bfDll19CqVSWuk9AQAAUCoX65eTkVMNno5/kf48LBACljfiTnp3HSVSJiKjWaW0ASkxMRGZmJr766iv4+vri8OHDGDlyJEaNGoXg4OBS97t79y7++OMPKJVKHDhwAAsXLsSyZcvw+eefl7rPBx98gLS0NPUrNjZWE6ekl3zb2GP1xI6wUxR9zGVnYYx2jRXIU4qY8etFbA69J02BRESklwRRS+YqEAQBu3btwogRIwAAjx49gqOjI8aNG4fffvtNvd2wYcNgZmaGrVu3lngcd3d3ZGdnIzo6GnK5HACwfPlyLF26FHFxFRtzJj09HQqFAmlpabCwsKjeiREAQKkSi40ELYoiFu65ga3nChq1v9W7OeYPagFB4AjRRERUeZX5/tbakaCtra1hYGCAVq1aFVnesmVLnDx5stT97O3tYWhoqA4/hfvEx8cjNzcXRkZGGquZSieXCejSvOG/lgr4cmQbOChMsCzwNv4bFIX49Gx8PbodDOVae3OSiIjqAK39ljEyMoK3tzciIiKKLL99+zZcXFxK3a9bt264c+cOVCpVkX3s7e0ZfrSQIAh4u58blvynHeQyATsvPcSUjeeRmZMvdWlERFSHSRqAMjMzERYWhrCwMABAdHQ0wsLC1OP8zJ8/H9u3b8fatWtx584drFy5Evv27cNbb72lPsakSZPwwQcfqN/PmDEDKSkpmD17Nm7fvo39+/fjyy+/hL+/f62eG1XOmBec8PPkF1DPUI4TkUkY+2MoDl6Lw56whwiNSuZo0UREVKMkbQMUFBSEPn36FFs+efJkbNy4EUBBt/aAgAA8ePAALVq0wOLFizF8+HD1tr1790aTJk3U2wNAaGgo5s6di7CwMDg6OmLq1KlYsGBBkcdiZWEbIOlciU3FxJ/PIuNfd4A4eSoREZWnMt/fWtMIWpswAEnn0PU4vLnlUrHlhc2iV0/syBBEREQlqsz3t9a2ASL9o1SJWLwvvMR1nDyViIhqEgMQaY1z0SmISyt9XjBOnkpERDWFAYi0RkUnRY19kqXhSoiIqK5jACKtUdFJUVcH3UVCOmeQJyKiqmMAIq1ROHlqWeNAywQgOikLw1eewo1HabVWGxER1S0MQKQ1ypo8Vfj7tXhYazRvZIb49Gy8tCYUR29yIlUiIqo8BiDSKqVOnqowweqJHfFKlybY+VY3dG3eEE9zlZi2+QLWBEeBozkQEVFlcBygEnAcIOmVNHmqXPbPfaE8pQofPzeR6sgOjggY1RYmhhUb7JKIiOoeDoRYTQxAukEURfxy5r56bCBPJ0v89IoXbC0q1piaiIjqFg6ESHpBEARM6tIEm6d0gqKeIa7EpmLYypO4EpsqdWlERKTlGIBI53Vztcbemd3gZlMfCek5eOnHUOwJeyh1WUREpMUYgKhOcGlohp1vdUU/Dxvk5qswe1sYvj50CypOm0FERCVgAKI6w9zEED9NegEzejcHAKwOisL0Xy4gIztP4sqIiEjbMABRnSKXCVjg64HvxraHkYEMR24mYtR/TyM6idNnEBHRP9gLrATsBVY3XIlNxfRfLiAhPQfmJgZYPsYT9Y0NS+1aT0REuo3d4KuJAajuSEzPxlu/XsKF+0+KrbNXmGCRXyv4trGXoDIiIqpp7AZP9DcbCxO82tWlxHXxadmYseUSDl2Pq+WqiIhIagxAVKcpVSK+OHCrxHWFtz4LB1IkIiL9wQBEddq56BTEpWWXul4EEJeWjXPRKbVXFBERSY4BiOq0xIzSw8/z4tOeabgSIiLSJgxAVKfZmFdsXrANp+/hSVauhqshIiJtwQBEdVqnplawV5igvM7uVx+k4cUfOI8YEZG+YACiOk0uE7DIrxUAFAtBwt+vj4Z6wKWhKR6mPsNLa0Lxy5n7+PfoEEqViNCoZOwJe4jQqGQ2miYi0nEcB6gEHAeo7jl0PQ6L94UXaRD9/DhA6dl5ePf3KzgcngAAGNHeAV+OagtTI4Ny9yUiIu3AgRCriQGoblKqRJyLTil1JGhRFLH2xF18fSgCSpUId9v6GN/JGYv3hePfH5LCvVZP7MgQRESkJRiAqokBSL+dvZuMmVsv43FGDgSgWPgpJACwU5jg5IK+nFKDiEgLcCRoomrwadYQ+2d1R0t781LDD8AxhIiIdBkDEFEJbMxN8HqPZhXatqJjDRERkfZgACIqhb2iXoW2q+hYQ0REpD0MqrLT3r17S1wuCAJMTEzg6uqKpk2bVqswIqkVjiEUn5Zd6qMwe0VBY2oiItItVQpAI0aMgCAIxcZKKVwmCAK6d++O3bt3o0GDBjVSKFFtKxxD6M0tl0rd5u2+rmwATUSkg6r0CCwwMBDe3t4IDAxEWloa0tLSEBgYCB8fH/z5558ICQlBcnIy3n333Zqul0irfL7/Jo78PXYQERHpjip1g2/Tpg1++ukndO3atcjyU6dOYfr06bhx4waOHDmCKVOmICYmpsaKrS3sBk9AwbhB3b8+VuZs8oWmdW+K93w9YGTAZnVERFLReDf4qKioEg9sYWGBu3fvAgDc3NyQlJRUlcMTaYVz0SkVCj8A8PPJaIz5MRQPnjzVcFVERFQTqhSAvLy8MH/+fDx+/Fi97PHjx3jvvffg7e0NAIiMjISTk1PNVEkkgYp2b5/avQksTAwQFpuKIStO4K8b8RqujIiIqqtKAWjdunWIjo5G48aN4erqCldXVzRu3Bj37t3Dzz//DADIzMzERx99VKPFEtWminZv79/SDvtn9YCnkyXSs/Pxxi8XsXD3dWTnKTVcIRERVVWVp8JQqVQ4fPgwbt++DQBo0aIFBgwYAJlM99tAsA0QAf+0ASqtG/y/p8LIzVdh2eEI/BhS8BjYw84cP4zrADdb81qtm4hIX3EusGpiAKJCh67HYcbf3eCf/6CUNRlq8O3HeOf3MCRl5sLEUIaPX2yNcZ2cIAjsLk9EpEm1EoCysrIQHByMmJgY5ObmFlk3a9asqhxSazAA0fMOXY/D4n3hRRpE2ytMsMivVakzwT/OyMG838NwIrKgI8CQtnYIGNkOClPDWqmZiEgfaTwAXb58GUOGDMHTp0+RlZUFKysrJCUlwdTUFDY2NuqeYLqKAYj+TakScS46BYkZ2bAxLxj9ubwBEFUqET+fvIslhyKQrxLhaFkP349rDy8XjhxNRKQJGu8GP3fuXPj5+eHJkyeoV68ezpw5g/v378PLywvffPNNlYom0mZymYAuzRtieHtHdGnesEKjP8tkAqb3bI7/zegKl4ameJj6DGN+PIOVxyKhVPHJMxGRlKoUgMLCwvDOO+9AJpNBLpcjJycHTk5OWLJkCf7v//6vpmsk0mmeTpb48+3uGNHeAUqViG8O38b4tWfwKPWZ1KUREemtKgUgQ0NDdW8vGxsb9WjPCoUCsbGxNVcdUR1hbmKI717ugGUvecLUSI6z0Snw/S4E+6/GSV0aEZFeqlIA6tChA86fPw8A6NWrFz7++GP8+uuvmDNnDtq0aVOjBRLVJaO9GuPAc2MG+f92CfN3XEFmTr7UpRER6ZUqNYK+cOECMjIy0KdPHyQmJmLSpEk4ffo03NzcsH79enh6emqi1lrDRtCkaXlKFVYcicSqoDsQRcCloSm+G9seHZwblLpPVRpiExHpE44DVE0MQFRbzt5Nxrzfr+Bh6jPIZQLm9HPDW31ciwWbqnTFJyLSNxrvBUZENcOnWUMcmN0DL7azh1IlYlngbbz8U9FJVQsHY/z3xKzxadmYseUSDl1nOyIiosqqUgBKTk6Gv78/WrVqBWtra1hZWRV5EVHFKeoZ4odxHbB8jCfqGxvg/L0nGPzdCewJewilSsTifeElTsVRuGzxvnB2qyciqiSDquz0yiuv4M6dO5g6dSpsbW05xD9RNQmCgFEdG+MFFyvM3n4Zl2NSMXtbGLafjy125+d5IoC4tGyci05Bl+YNa69gIiIdV6UAdOLECZw8eVLnGzsTaRvnhqbY8UYX/HDsDlYev4PTUckV2i8xo/SQRERExVXpEZiHhweePeMgbkSaYCCXYe4Ad/zxZhfYWZhUaB8b84ptR0REBaoUgP773//iww8/RHBwMJKTk5Genl7kRUTV18G5AQ7P7Yl6hvIyt2toZgQvl9K7zxMRUXFVCkCWlpZIT09H3759YWNjgwYNGqBBgwawtLREgwb8h5iopljUM8S3Y8t+1JyclYteS4+zNxgRUSVUaRygTp06wcDAALNnzy6xEXSvXr1qrEApcBwg0jaHrsfh4z03kJiRU+L6wk/g6okdOS4QEektjY8DdP36dWzYsAFjx45F79690atXryKvigoJCYGfnx8cHBwgCAJ2795dbJubN29i2LBhUCgUMDMzg7e3t3rusdJ89913aNGiBerVqwcnJyfMnTsX2dlsJEq6y7eNPU4u6IsGpiX3W2CXeCKiyqlSAHrhhRdqZNLTrKwseHp6YtWqVSWuj4qKQvfu3eHh4YGgoCBcvXoVCxcuhIlJ6Q0+f/vtN7z//vtYtGgRbt68iXXr1mH79u2cpZ503sX7T/Dkaelzhj3fJZ6IiMpWpW7wb7/9NmbPno358+ejbdu2MDQ0LLK+Xbt2FTrO4MGDMXjw4FLXf/jhhxgyZAiWLFmiXta8efMyj3n69Gl069YN48ePBwA0adIE48aNw9mzZytUE5G2qmhXd3aJJyIqX5XuAI0dOxY3b97ElClT4O3tjfbt26NDhw7q/60JKpUK+/fvh7u7OwYNGgQbGxv4+PiU+JjseV27dsXFixdx7tw5AMDdu3dx4MABDBkypNR9cnJy2JONtF5Fu7r/eTUOT3M5uzwRUVmqdAcoOjq6pusoJjExEZmZmfjqq6/w+eef4+uvv8ahQ4cwatQoHD9+vNS2RuPHj0dSUhK6d+8OURSRn5+PN998s8xHYAEBAVi8eLGmToWoRnRqagV7hQni07JLnBqjUGB4AoZ+fxLLx3iWObs8EZE+0+hs8EOHDsXPP/8Me/vye6UIgoBdu3ZhxIgRAIBHjx7B0dER48aNw2+//abebtiwYTAzM8PWrVtLPE5QUBBefvllfP755/Dx8cGdO3cwe/ZsvP7661i4cGGJ++Tk5CAn55/eNenp6XBycmIvMNI6hROjAigSggp7gc3q54rt5x8gPj0bcpkA/97N8XY/NxjKOe8xEdV9WjMbfEhISJVHjLa2toaBgQFatWpVZHnLli3L7AW2cOFCvPLKK5g2bRratm2LkSNH4ssvv0RAQABUKlWJ+xgbG8PCwqLIi0gb+baxx+qJHWGnKPo4zE5hgtUTO2LugBb4a05PDG/vAKVKxPfH7mDUf0/jTmKGRBUTEWmnKj0Cqw1GRkbw9vZGREREkeW3b9+Gi4tLqfs9ffoUMlnRXCeXF4ykq8GbXUS1xreNPQa0ssO56BQkZmTDxtwEnZpaQS4ruA+kMDXEipc7oH9LW3y0+zquPUzD0O9P4j1fD7zWtQlkMk5eTEQkaQDKzMzEnTt31O+jo6MRFhYGKysrODs7Y/78+Rg7dix69uyJPn364NChQ9i3bx+CgoLU+0yaNAmOjo4ICAgAAPj5+WH58uXo0KGD+hHYwoUL4efnpw5CRLpOLhPKnf3dz9MBnZpa4b0/riL49mN89mc4AsPj8c1LnmjcwLSWKiUi0k4abQNkbm6OK1euoFmzZiWuDwoKQp8+fYotnzx5MjZu3AgAWL9+PQICAvDgwQO0aNECixcvxvDhw9Xb9u7dG02aNFFvn5+fjy+++AK//PILHj58iEaNGsHPzw9ffPEFLC0tK1Q3R4KmukQURfx6NgZf7L+JZ3lK1Dc2wCK/VviPV+Nio7gTEemyynx/SxqAtBUDENVF95KyMO/3MFyKSQUADGxliy9HtYV1feNKHUepEkt9/EZEJKXKfH9rbRsgIqpZTazNsOPNrvgxJArfBt7G4fAEXLz/BAGj2mJga7sKHePQ9Tgs3heOuLR/Blu0V5hgkV8rzkFGRDpFo73A/u///g9WVlaa/BFEVAlymYC3ertij393eNiZIzkrF9N/uYh3d1xBenZemfsWdsF/PvwAQHxaNmZsucTZ6IlIp1T4EdjevXsrfNBhw4ZVuSBtwEdgpA9y8pX4NjASP4ZEQRQBR8t6WPqfdujqal1sW6VKRPevjxULP4UEFHTFP7mgLx+HEZFkNNIG6N9dywVBKNKt/PnGlEqlsjL1ah0GINIn5++l4J3fryAm5SkAYHKXJujj0Qhpz/LUbXzORadg3Noz5R5r6+udy+2dRkSkKRoZCFGlUqlfhw8fRvv27XHw4EGkpqYiNTUVBw4cQMeOHXHo0KFqnwAR1R7vJlY4OLsHJvg4AwA2hd7DqxvOY/a2MIxbewbdvz6GI+HxFToWJ2IlIl1RpUbQc+bMwZo1a9C9e3f1skGDBsHU1BTTp0/HzZs3a6xAItI8M2MD9HCzxq9ni4+yHpeWjXWn7lXoOBWdsJWISGpVagQdFRVV4pg6CoUC9+7dq2ZJRFTblCoRi/eFl7mNTPhnzrF/E1DQG6xTU3Z6ICLdUKUA5O3tjXnz5iEhIUG9LCEhAfPnz0enTp1qrDgiqh3nolNKbeBcSCUWTMD67xBU+H6RXys2gCYinVGlALR+/XrExcXB2dkZrq6ucHV1hbOzMx4+fIh169bVdI1EpGEVbbtjY24M6/pGRZYVTsTKcYCISJdUqQ2Qq6srrl69isDAQNy6dQtAwSzt/fv359D6RDqoom13EjNyYGIow+QuTdDeWQE7i3ocCZqIdFK1p8LIzs6GsbFxnQo+7AZP+qZwnJ/4tGyU9A+CAMDa3BhuNvVxOioZANClWUMs+U87OFlxYlUi0g4a6Qb/PJVKhc8++wyOjo6oX78+oqOjAQALFy7kIzAiHSSXCVjk1wpA6W18PhveGlum+uCz4a1Rz1CO0LvJ8P0uBFvPxUCDUwoSEWlElQLQ559/jo0bN2LJkiUwMvqnPUCbNm3w888/11hxRFR7fNvYY/XEjrBTFH0c9nwbH5lMwCtdmuDg7B7wbtIAWblKfLDzGl7dcB7x5TSiJiLSJlV6BObq6ooff/wR/fr1KzLj+61bt9ClSxc8efJEE7XWGj4CI31W0dnelSoRG05FY8lfEcjNV8HCxACfDGuNkR0c69QjcSLSHRqfDf7hw4dwdXUttlylUiEvr+wJFYlIu8llQoWms5DLBEzr0Qy9WzTCO79fwZUHaZj3+xUcvB6PL0a24aCIRKTVqvQIrFWrVjhx4kSx5X/88Qc6dOhQ7aKISHe42pjjfzO6Yv6gFjCUCwgMT8DAb0OwJ+wh2wYRkdaq0h2gjz/+GJMnT8bDhw+hUqmwc+dOREREYPPmzfjzzz9rukYi0nIGchn8+7iir4cN3t1xBTcepWP2tjAcvBaPz0e2gXV9Y6lLJCIqosrd4E+cOIFPP/0UV65cQWZmJjp27IiPP/4YAwcOrOkaax3bABFVXZ5Shf8ej8IPxyKRrxJhZWaET4e3xovtHKQujYjquMp8f1d7HKC6iAGIqPpuPErDO79fwa34DADA0Lb2+HR4azTk3SAi0hCNjwN0/vx5nD17ttjys2fP4sKFC1U5JBHVMa0dFNg7sztm9XODXCZg/7U4DPw2BAevxUldGhFR1QKQv78/YmNjiy1/+PAh/P39q10UEdUNRgYyzBvgjt1vdUMLW3MkZ+Vixq+X8PbWy0jJypW6PCLSY1UKQOHh4ejYsWOx5R06dEB4eHi1iyKiuqVtYwX2vt0NM/u4Qi4TsO/KIwz8NhiHrv9zN0ipEhEalYw9YQ8RGpUMpYpP54lIc6rUC8zY2BgJCQlo1qxZkeVxcXEwMKjSIYmojjM2kOPdQS0woJUt5v9xBbcTMvHmlkt4sZ09ers3wrLA24h7bjRpe4UJFvm14izzRKQRVWoEPW7cOMTFxWHPnj1QKBQAgNTUVIwYMQI2Njb4/fffa7zQ2sRG0ESalZOvxPdHI7Em+G6pd3oKx5IunIaDiKg8Gu8F9vDhQ/Ts2RPJycnqgQ/DwsJga2uLwMBAODk5Va1yLcEARFQ7Lsc8wUtrQpFfRgiyU5jg5IK+xafjePIE2LQJ+OsvID8f6NwZeP11wNlZ84UTkVbSeC8wR0dHXL16FUuWLEGrVq3g5eWFFStW4Nq1azoffoio9mTnqUoNPwAgAohLy8a56JSiK86cAVxdgffeA2QywMICWLGiYNlvv2m2aCKqE6rcYMfMzAzTp0+vyVqISM8kZlRsBvki26WkAEOHAi1bAn/8AdjZFSzPzAT8/YFJkwAPD6CEjhpERIWqFIA2b95c5vpJkyZVqRgi0i8VnTC10fODJ27YUBB2/vc/wNb2n+X16wPr1gEnThTcDdq0qYarJaK6pEoBaPbs2UXe5+Xl4enTpzAyMoKpqSkDEBFVSKemVrBXmCA+LRtlNUbcePoeXG3rFwSmv/4CBg4sGn4KGRgA48cDa9dqrGYiqhuq1AboyZMnRV6ZmZmIiIhA9+7dsXXr1pqukYjqKLlMwCK/VgD+6fX1bzIBOByegAHLQ7Dz0gOI+fmAqWnpBzU1BfLyar5YIqpTqhSASuLm5oavvvqq2N0hIqKy+Laxx+qJHWGnKPo4zF5hgjUTO2L/rB5o42iBtGd5mPf7FRys5wTVX4eBp09LPuCePUCnTrVQORHpshodtdDAwACPHj2qyUMSkR7wbWOPAa3scC46BYkZ2bAxN0Gnplbqru+73uqGn0LuYsWRSAQ49cSAjF8RPWEamu3YDOH5wVd/+AE4dw7Yt0+iMyEiXVGlALR3794i70VRRFxcHFauXIlu3brVSGFEpF/kMgFdmjcscZ2hXAb/Pq5/jyJ9Fe/7zsKSPSsQ3/gUTF99BQorC2DXroLu8e++W9BLjIioDFUaCFEmK/rkTBAENGrUCH379sWyZctgb6/bo7ZyIEQi7ZWvVGHdyWgEbtyLV87uQa97l2AqAwy7dIbw9kzAzw8QSmtRRER1mcZHgq7rGICItF/U40ws+OMqLtx/AqCgR9nXo9uhqbWZxJURkVQYgKqJAYhIN6hUIjaH3sOSvyLwNFcJQ7mAIW3tMcbLCZ2bNyw+fQYR1WmV+f6ucBugefPmVbiA5cuXV3hbIqKqkskEvNqtKQzkAj7ddxO5ShX2hD3CnrBHsK5vhM9HtOFEqkRUogoHoMuXLxd5f+nSJeTn56NFixYAgNu3b0Mul8PLy6tmKyQiKsOh63FYuPtGsYEUkzJz8eaWS1g1vgOGtnOQpDYi0l4VDkDHjx9X//fy5cthbm6OTZs2oUGDBgAKBkd87bXX0KNHj5qvkoioBEqViMX7wsscRXr2tjA4NjBFeyfL2iqLiHRAldoAOTo64vDhw2jdunWR5devX8fAgQN1fiwgtgEi0g2hUckYt/ZMudvJBOD1ns0wt787TAzltVAZEUmhMt/fVRoJOj09HY8fPy62/PHjx8jIyKjKIYmIKq2is8mrRODH4LsYvOIEzt5N1nBVRKQLqhSARo4ciddeew07d+7EgwcP8ODBA/zvf//D1KlTMWrUqJqukYioRBWdTf6dge6wtTBGdFIWxv50Bh/tvoaMbM4XRqTPqhSA1qxZg8GDB2P8+PFwcXGBi4sLxo8fD19fX/z3v/+t6RqJiEpUOJt8aZ3dBRTMKfZWb1cEzuuFcZ2cAABbzsRg4LchOHYrodZqJSLtUq1xgLKyshAVFQUAaN68OczM6sYAZGwDRKQ7Dl2Pw4wtlwCgSGPowlC0emLHIl3hT99Jwvs7ryEmpWAy1eHtHfDxi63QsL5xLVVMRJqi8TZAheLi4hAXFwc3NzeYmZmBYyoSUW0rbTZ5O4VJsfADAF1drfHXnJ54vUdTyARgT9gjDPg2BHvCHvLfMCI9UqU7QMnJyRgzZgyOHz8OQRAQGRmJZs2aYcqUKWjQoAGWLVumiVprDe8AEekepUosdTb50lyJTcWC/13FrfiCzht9PWzw+Yg2cLCsVxslE1EN0/gdoLlz58LQ0BAxMTEwNTVVLx87diwOHTpUlUMSEVVL4Wzyw9s7oksFp8HwdLLE3pndMbe/OwzlAo7dSsTAb0PwS+g9qFS8G0RUl1UpAB0+fBhff/01GjduXGS5m5sb7t+/XyOFERHVBiMDGWb3d8OBWT3Q0dkSmTn5WLjnBsb8GIo7iZlSl0dEGlKlAJSVlVXkzk+hlJQUGBuzISER6R43W3P88WZXLB7WGmZGcly4/wRDVpzAD0cjkZuvkro8IqphVQpAPXr0wObNm9XvBUGASqXCkiVL0KdPnxorjoioNslkAiZ3bYLD83qhd4tGyFWqsCzwNoatPImw2FSpyyOiGlSlRtA3btxA37590bFjRxw7dgzDhg3DjRs3kJKSglOnTqF58+aaqLXWsBE0EYmiiL1XHmHxvnCkZOVCJgCvdWuKdwa6w9SowtMoElEt0mgj6Ly8PMyaNQv79u1D9+7dMXz4cGRlZWHUqFG4fPmyzocfIiKg4M728PaOODKvF0Z2cIRKBNadjMbAb0MQfLv4VEBEpFuqdAeoUaNGOH36NNzc3DRRk+R4B4iI/i0oIhEf7rqOh6nPAAAj2jtgIQdQJNIqGu8GP3HiRKxbt65KxRER6aLeLWxweG5PTOlWMIDi7rBH6L88GDsvPeAAikQ6qEp3gN5++21s3rwZbm5u8PLyKjYFxvLly2usQCnwDhARlSUsNhXvPzeAYg83a3w5si2crIr3jiWi2qPxO0DXr19Hx44dYW5ujtu3b+Py5cvqV1hYWKWOFRISAj8/Pzg4OEAQBOzevbvIekEQSnwtXbq0zOOuWrUKTZo0gYmJCXx8fHDu3LlKniURUcnaO1li39vdMX9QCxgZyHAiMgkDvw3B2pC7yFeyyzyRLqhSV4bjx4/XWAFZWVnw9PTElClTMGrUqGLr4+Liirw/ePAgpk6ditGjR5d6zO3bt2PevHlYs2YNfHx88N1332HQoEGIiIiAjY1NjdVORPrLUC6Dfx9XDG5jh//bdQ1n7qbgiwM3sffKIwSMaos2jgqpSySiMlRrNviaJggCdu3ahREjRpS6zYgRI5CRkYGjR4+Wuo2Pjw+8vb2xcuVKAIBKpYKTkxPefvttvP/+++XWwUdgRFQZoiji9wux+GL/TaRn50MuEzC1e1PM6e/GLvNEtajWZoOvbQkJCdi/fz+mTp1a6ja5ubm4ePEi+vfvr14mk8nQv39/hIaGlrhPTk4O0tPTi7yIiCpKEASM9XbGkXd6YWg7eyhVIn4KuYtB37HLPJG20qkAtGnTJpibm5f4qKxQUlISlEolbG1tiyy3tbVFfHx8ifsEBARAoVCoX05OTjVaNxHpBxtzE6wa3xHrJr8AB4UJYlOeYfL6c5iz7TKSMnOkLo+InqNTAWj9+vWYMGECTExMavS4H3zwAdLS0tSv2NjYGj0+EemXfi1tETivV7Eu8zsuxLLLPJGW0JkAdOLECURERGDatGllbmdtbQ25XI6EhIQiyxMSEmBnZ1fiPsbGxrCwsCjyIiKqDjNjA3zs1wq73uqGlvYWSH2ah/l/XMX4tWcRnZQldXlEek9nAtC6devg5eUFT0/PMrczMjKCl5dXkUbSKpUKR48eRZcuXTRdJhFREZ5Oltg7sxs+GOwBE0MZQu8mY9B3IVh5jLPME0lJ8gCUmZmJsLAw9fhB0dHRCAsLQ0xMjHqb9PR07Nixo9S7P/369VP3+AKAefPmYe3atdi0aRNu3ryJGTNmICsrC6+99ppGz4WIqCSGchne6NUch+f0Qg83a+Tmq/DN4dt48YcTuHAvReryiPSS5P0zL1y4gD59+qjfz5s3DwAwefJkbNy4EQCwbds2iKKIcePGlXiMqKgoJCUlqd+PHTsWjx8/xscff4z4+Hi0b98ehw4dKtYwmoioNjk3NMXmKZ2wJ+wRPvszHLcTMvGfNaEY7+OMBb4eUNQzlLpEIr2hVeMAaQuOA0REmvYkKxcBB2/i9wsPAACNzI2xyK8Vhra1hyAIEldHpJvq7DhARER1RQMzIyz5jye2Te+MZo3M8DgjBzN/u4wpG88jNuWp1OUR1XkMQEREEurcrCEOzu6B2f3cYCSX4XjEYwz8NgQ/hURxXjEiDWIAIiKSmLGBHHMHuOPA7B7waWqFZ3lKfHngFoatPIWw2FSpyyOqkxiAiIi0hKtNfWyb3hlLRreDop4hwuPSMfK/p7Boz3WkZ+dJXR5RncIARESkRQRBwBhvJxx9pxdGdXCEKAKbQu9jwPJgHLgWx5GkiWoIAxARkRayrm+M5WPb49dpPmjS0BQJ6Tl469dLmLrpAhtJE9UABiAiIi3WzdUah+b0xKx+bjCUCzh2KxEDvw3Bj8FRyGMjaaIqYwAiItJyJoZyzBvgjoOze6DT342kAw7egt8PJ3Ep5onU5RHpJAYgIiId4Wpjju3TO2Ppf9rB0tQQt+IzMHr1aXy46xrSnrGRNFFlMAAREekQQRDw0gtOODqvF0Z3bAxRBH49G4N+y4KxJ+whG0kTVRADEBGRDmpY3xjLxnhi6+sFI0knZeZg9rYwTFp/DtFJWVKXR6T1GICIiHRYl+YFI0m/O9AdxgYynIhMwqDvQrDiSCRy8pVSl0ektRiAiIh0nLGBHDP7uuHw3J7o4WaN3HwVvj1yG4O/O4HTUUlSl0eklRiAiIjqCJeGZtg8pRN+GNcBjcyNcTcpC+PXnsW87WFIysyRujwircIARERUhwiCAD9PBxx9pxcmdXGBIAA7Lz9E32+C8OvZ+1Cp2EiaCAAEkV0GiklPT4dCoUBaWhosLCykLoeIqMquxKbiw93XcP1hOgCgvZMlvhjZBq0dFBJXRlTzKvP9zTtARER1mKeTJfb4d8cnfq1Q39gAYbGp8PvhJD7dF47MnHypyyOSDAMQEVEdJ5cJeLVbUxx9pxdebGcPlQisPxWNfsuCOMEq6S0GICIiPWFrYYKV4zti85ROcHlugtVXN5zH/WSOHUT6hQGIiEjP9HRvhL/+nmDVSC5D8O3HGPhtCL4/yrGDSH8wABER6aHCCVYPzemB7q7WyMlXYXngbfh+dwInIh9LXR6RxjEAERHpsWaN6uOXqZ3w/d9jB0UnZeGVdefg/9slxKdlS10ekcYwABER6TlBEDDs77GDXuvWBDIB2H81Dv2WBeHnE3eRr1RJXSJRjeM4QCXgOEBEpM9uPErDR7uv43JMKgDAw84cn49ogxeaWElbGFE5OA4QERFVWWsHBf73Zld8NaotLE0NcSs+A/9ZE4r3/riClKxcqcsjqhEMQEREVIxMJuDlTs449k5vjHmhMQDg9wsP0HdZEH47G8MpNUjn8RFYCfgIjIioqAv3UvDR7uu4FZ8BAPBsrMDnI9qibWNOqUHaozLf3wxAJWAAIiIqLl+pwubQ+1geeBuZOfkQBGCCjzPmD/SAwtRQ6vKI2AaIiIhqnoFchindm+LYO70wvL0DRBHYciYGfZcFYceFWD4WI53CO0Al4B0gIqLynY5Kwsd7buBOYiYA4AWXBvh0eBu0cuC/myQNPgKrJgYgIqKKyc1XYcOpaKw4GomnuUrIZQImdXHB3AHusDDhYzGqXXwERkREtcLIQIY3ejXHkXm9MKStHZQqERtO3UPfb4Kx89IDzjRPWot3gErAO0BERFUTcvsxPtl7A3eTCmaX79TECouHt0ZLe/5bSprHR2DVxABERFR1OflK/HwiGiuP3cGzPD4Wo9rDR2BERCQZYwM5/Pu44sg7fCxG2ot3gErAO0BERDXnRORjLNrzz2Mx7yYFvcX4WIxqGh+BVRMDEBFRzcrJV2LdyWj8cPSfx2KvdC54LKaox8diVDP4CIyIiLSKsYEcb/V2xdHnHottPH0Pfb8Jwu8cRJEkwDtAJeAdICIizToZmYRFe68j6nHBY7EOzpb4dFgbzi1G1cJHYNXEAEREpHm5+SpsPB2NFUcikZWrhCAA4zo5Y/7AFmhgZiR1eaSD+AiMiIi0npGBDNN7Nsexd3tjxN9zi/12NgZ9lgXh17P3oeRjMdIg3gEqAe8AERHVvrN3k7Fo7w3cis8AALRxtMDiYW3g5dJA4spIV/ARWDUxABERSSNfqcKWM/exLPA2MrLzAQCjOjri/cEesDE3kbg60nZ8BEZERDrJQC7Dq92a4vi7vTHmhcYAgJ2XHqLvN8FYG3IXufkqiSukuoJ3gErAO0BERNohLDYVi/Zcx5UHaQCA5o3MsMivNXq6N5K4MtJGfARWTQxARETaQ6US8cfFB/j60C0kZ+UCAAa2ssXCF1vBycpU4upImzAAVRMDEBGR9kl7locVRyKxKfQelCoRxgYyvNGrOWb0ao56RnKpyyMtwABUTQxARETa63ZCBj7ZewOno5IBAI6W9fB/Q1piSFs7CIIgcXUkJQagamIAIiLSbqIo4uD1eHyx/yYepj4DAHRuZoVPhrWGhx3/3dZXDEDVxABERKQbnuUqsSY4CmuCo5CTr4JMACZ2dsG8Ae6wNOVo0vqGAaiaGICIiHTLgydP8eWBmzhwLR4AYGlqiHcGtsD4Ts6Qy/hYTF8wAFUTAxARkW46HZWExXvDEZFQMJq0h505PhnWGp2bNZS4MqoNDEDVxABERKS78pUq/HYuBssO30baszwAwNB29vi/IS3haFlP4upIkxiAqokBiIhI96Vk5WJ5YAR+OxsDlQgYG8jwZq/meJPd5ussBqBqYgAiIqo7bjxKw6f7wnE2OgUA4KAwwftDWsKvnT27zdcxOjUXWEhICPz8/ODg4ABBELB79+4i6wVBKPG1dOnSUo8ZEBAAb29vmJubw8bGBiNGjEBERISGz4SIiLRRawcFtk3vjP9O6AhHy3p4lJaNWVsvY8yPobj+ME3q8kgikgegrKwseHp6YtWqVSWuj4uLK/Jav349BEHA6NGjSz1mcHAw/P39cebMGQQGBiIvLw8DBw5EVlaWpk6DiIi0mCAIGNLWHkff6YV5A9xhYijD+XtP4LfyJN7/31UkZeZIXSLVMq16BCYIAnbt2oURI0aUus2IESOQkZGBo0ePVvi4jx8/ho2NDYKDg9GzZ89i63NycpCT888ff3p6OpycnPgIjIiojnqU+gxfH7qFPWGPAADmxgaY1c8Nk7s2gZGB5PcGqIp06hFYZSQkJGD//v2YOnVqpfZLSyu4xWllZVXi+oCAACgUCvXLycmp2rUSEZH2crCshxUvd8Afb3ZBG0cLZOTk44sDNzHouxAcCU+AFt0bIA3RqQC0adMmmJubY9SoURXeR6VSYc6cOejWrRvatGlT4jYffPAB0tLS1K/Y2NiaKpmIiLTYC02ssNe/O5aMbgfr+saITsrCtM0XMGn9Odz+eywhqpsMpC6gMtavX48JEybAxMSkwvv4+/vj+vXrOHnyZKnbGBsbw9jYuCZKJCIiHSOTCRjj7YTBbe2w6ngU1p+MxonIJAxecQITfJwxt787GphxWo26RmfuAJ04cQIRERGYNm1ahfeZOXMm/vzzTxw/fhyNGzfWYHVERKTrzE0M8f5gDxyZ1wu+re2gVInYHHofvZYex/qT0chTqqQukWqQzgSgdevWwcvLC56enuVuK4oiZs6ciV27duHYsWNo2rRpLVRIRER1gXNDU6x5xQu/ve4DDztzpGfn49M/w+H7XQiORyRKXR7VEMkDUGZmJsLCwhAWFgYAiI6ORlhYGGJiYtTbpKenY8eOHaXe/enXrx9Wrlypfu/v748tW7bgt99+g7m5OeLj4xEfH49nz55p9FyIiKju6NrcGvtn9cCXI9uioZkRoh5n4bUN5zF5/TlEsn2QzpO8G3xQUBD69OlTbPnkyZOxceNGAMBPP/2EOXPmIC4uDgqFoti2TZo0wauvvopPPvkEAEod2XPDhg149dVXy62JI0ETEdHz0rPz8MPRSGw8fQ95ShFymYAJPs6Y098dVmwfpDU4FUY1MQAREVFJ7iVl4csDN3E4PAEAYG5igNn93DCpC8cP0gYMQNXEAERERGU5HZWEz/68iZtx6QCAptZm+GCwBwa0suX8YhJiAKomBiAiIiqPUiVix4VYfHP4tnoqja7NG+Kjoa3QyoHfHVJgAKomBiAiIqqojOw8/DcoCutORiM3XwVBAMa+4IR5A91hY17xceuo+hiAqokBiIiIKis25Sm+OngL+6/FAQDMjOSY0bs5pvVoBhNDucTV6QcGoGpiACIioqq6cC8Fn/0ZjisPCuahdFCYYMFgD/i1c4BMxvZBmsQAVE0MQEREVB0qlYh9Vx/h64O38CgtGwDg6WSJhUNb4oUmJU/MTdXHAFRNDEBERFQTsvOUWHcyGv89fgdZuUoAwNB29njf1wNOVqYSV1f3MABVEwMQERHVpMSMbHwbeBvbz8dCJQJGchle69YEb/VxhaKeodTl1RkMQNXEAERERJpwMy4dX+y/iZN3kgAADUwNMbufGyZ0doGhnAMpVhcDUDUxABERkaaIooigiMf48sBNRCZmAigYSPH9wR4YyIEUq4UBqJoYgIiISNPylSpsvxCLbwNvIykzFwDQqakVPhraEu0aW0pbnI5iAKomBiAiIqotGdl5WBMchZ9PRCMnXwUAGNHeAfN9PeBoWU/i6nQLA1A1MQAREVFte5T6DN/8FYGdlx8CAIwMZJjavSlm9G4OCxM2lK4IBqBqYgAiIiKpXHuQhs/3h+NsdAoAwMrMCLP7uWG8jzMbSpeDAaiaGICIiEhKoijiyM1EfHXwJqIeZwEoaCi9wLcFBrW2Y0PpUjAAVRMDEBERaYN8pQrbzsfiuyP/NJR+waUB/m9oS3R0biBxddqHAaiaGICIiEibZObk48fgKKw9cRfZeQUNpYe2tcd7vi3g0tBM4uq0BwNQNTEAERGRNopPy8aywxH449IDiCJgKBcwsbMLZvV1QwMzI6nLkxwDUDUxABERkTYLf5SOgIM3cSKyYERpcxMDvNXbFa91awITQ7nE1UmHAaiaGICIiEgXhNx+jICDt3AzLh0AYK8wwbwB7hjVsTHkMv1rKM0AVE0MQEREpCuUKhG7Lz/EssMReJSWDQDwsDPH+4M90Mu9kV71GGMAqiYGICIi0jXZeUpsOn0PK4/fQUZ2PgCgm2tDfDC4Jdo4KiSurnYwAFUTAxAREemqJ1m5WHX8DjaH3keusqDH2PD2Dnh3YAs4WZlKXJ1mMQBVEwMQERHputiUp/jmcAT2hD0CABjJZZjY2QUz+7rCqo72GGMAqiYGICIiqiuuPUjDV4du4tSdZACAubEB3uzdHFO6NUU9o7rVY4wBqJoYgIiIqK4Juf0YXx28hfC/e4zZmBtj7gB3vOTVGAZ1ZI4xBqBqYgAiIqK6SKUSsffKI3xzOAIPnjwDADRvZIb3fD0wsJWtzvcYYwCqJgYgIiKqy3LyldhyJgYrj0XiydM8AICXSwMs8PVAp6ZWEldXdQxA1cQARERE+iA9Ow8/Bd/Fzyf/mWOsn4cN5vu2gIed7n3/MQBVEwMQERHpk4T0bHx3JBK/X4iFUiVCEICRHRwxb4A7GjfQna7zDEDVxABERET6KOpxJpYdjsCBa/EAdK/rPANQNTEAERGRPrsSm4qvD93C6aiCrvP1jQ0wvWczTO3eFGbGBhJXVzoGoGpiACIiIn0niiJORCbh60O3cONRQdd56/rGmNXPFS97O8PIQPu6zjMAVRMDEBERUQGVSsSf1+Kw7HAE7ic/BQA4WdXDOwNaYJinA2RaNOs8A1A1MQAREREVlZuvwvYLsfj+aCQeZ+QAKJh1fv6gFujrYaMVYwgxAFUTAxAREVHJnubmY8Ope1gTHKWedf4FlwZ4TwvGEGIAqiYGICIiorKlPs3FmuC72HAqGjn5BWMI9WnRCPMHeaCVgzTfnQxA1cQAREREVDHxadn4/lgktp8vGEMIAIZ5OmDuAHc0tTar1VoYgKqJAYiIiKhyopOysDzwNvZdeQQAkMsEjHmhMWb1c4O9ol6t1MAAVE0MQERERFVz41EavvkrAscjHgMAjAxkmNTZBW/10fxgigxA1cQAREREVD3n76Vg6aEInLuXAgAwM5JjWo9mmNajKcxNDDXyMxmAqokBiIiIqPpEUUTw7cdY+leEejDFBqaGmNG7OSZ1aQITQ3mN/jwGoGpiACIiIqo5KpWIQzfi8c3hCNx9nAUAsLUwxr6Z3WFjYVJjP6cy39/aO6EHERER1QkymYAhbe0xsJUtdl5+iBVHIuFkVQ+NzI0lq4kBiIiIiGqFgVyGMS84YXh7BzzJypN09GgGICIiIqpVxgZy2Clqtv1PZWnfVK5EREREGsYARERERHqHAYiIiIj0DgMQERER6R0GICIiItI7DEBERESkdxiAiIiISO8wABEREZHekTwAhYSEwM/PDw4ODhAEAbt37y6yXhCEEl9Lly6t0PG/+uorCIKAOXPm1HzxREREpJMkD0BZWVnw9PTEqlWrSlwfFxdX5LV+/XoIgoDRo0eXe+zz58/jxx9/RLt27Wq6bCIiItJhkk+FMXjwYAwePLjU9XZ2dkXe79mzB3369EGzZs3KPG5mZiYmTJiAtWvX4vPPP6+RWomIiKhukPwOUGUkJCRg//79mDp1arnb+vv7Y+jQoejfv3+52+bk5CA9Pb3Ii4iIiOouye8AVcamTZtgbm6OUaNGlbndtm3bcOnSJZw/f75Cxw0ICMDixYtrokQiIiLSAToVgNavX48JEybAxMSk1G1iY2Mxe/ZsBAYGlrnd8z744APMmzdP/T4tLQ3Ozs68E0RERKRDCr+3RVEsd1udCUAnTpxAREQEtm/fXuZ2Fy9eRGJiIjp27KheplQqERISgpUrVyInJwdyubzIPsbGxjA2Nla/L/wFOjk51eAZEBERUW3IyMiAQqEocxudCUDr1q2Dl5cXPD09y9yuX79+uHbtWpFlr732Gjw8PLBgwYJi4ackDg4OiI2Nhbm5OQRBqFbd/5aeng4nJyfExsbCwsKiRo+tDery+dXlcwN4frqsLp8bwPPTZbV9bqIoIiMjAw4ODuVuK3kAyszMxJ07d9Tvo6OjERYWBisrKzg7OwMo+AXu2LEDy5YtK/EY/fr1w8iRIzFz5kyYm5ujTZs2RdabmZmhYcOGxZaXRiaToXHjxlU8o4qxsLCoc3/oz6vL51eXzw3g+emyunxuAM9Pl9XmuZV356eQ5AHowoUL6NOnj/p9YVucyZMnY+PGjQAKGjWLoohx48aVeIyoqCgkJSVpvFYiIiKqGyQPQL179y63sdL06dMxffr0Utffu3evzP2DgoKqUBkRERHVVTo1DlBdYGxsjEWLFhVpdF2X1OXzq8vnBvD8dFldPjeA56fLtPncBLEifcWIiIiI6hDeASIiIiK9wwBEREREeocBiIiIiPQOAxARERHpHQYgDVi1ahWaNGkCExMT+Pj44Ny5c2Vuv2PHDnh4eMDExARt27bFgQMHaqnSygkICIC3tzfMzc1hY2ODESNGICIiosx9Nm7cCEEQirwqOkdbbfrkk0+K1enh4VHmPrpy3QCgSZMmxc5PEAT4+/uXuL22X7eQkBD4+fnBwcEBgiBg9+7dRdaLooiPP/4Y9vb2qFevHvr374/IyMhyj1vZz64mlHVueXl5WLBgAdq2bQszMzM4ODhg0qRJePToUZnHrMrft6aUd+1effXVYrX6+vqWe1xtuHZA+edX0udQEAQsXbq01GNqy/WryHdAdnY2/P390bBhQ9SvXx+jR49GQkJCmcet6ue1uhiAatj27dsxb948LFq0CJcuXYKnpycGDRqExMTEErc/ffo0xo0bh6lTp+Ly5csYMWIERowYgevXr9dy5eULDg6Gv78/zpw5g8DAQOTl5WHgwIHIysoqcz8LCwvExcWpX/fv36+liiundevWReo8efJkqdvq0nUDgPPnzxc5t8DAQADASy+9VOo+2nzdsrKy4OnpiVWrVpW4fsmSJfj++++xZs0anD17FmZmZhg0aBCys7NLPWZlP7uaUta5PX36FJcuXcLChQtx6dIl7Ny5ExERERg2bFi5x63M37cmlXftAMDX17dIrVu3bi3zmNpy7YDyz+/584qLi8P69eshCAJGjx5d5nG14fpV5Dtg7ty52LdvH3bs2IHg4GA8evQIo0aNKvO4Vfm81giRalSnTp1Ef39/9XulUik6ODiIAQEBJW4/ZswYcejQoUWW+fj4iG+88YZG66wJiYmJIgAxODi41G02bNggKhSK2iuqihYtWiR6enpWeHtdvm6iKIqzZ88WmzdvLqpUqhLX68p1E0VRBCDu2rVL/V6lUol2dnbi0qVL1ctSU1NFY2NjcevWraUep7Kf3drw73Mryblz50QA4v3790vdprJ/37WlpPObPHmyOHz48EodRxuvnShW7PoNHz5c7Nu3b5nbaOv1+/d3QGpqqmhoaCju2LFDvc3NmzdFAGJoaGiJx6jq57Um8A5QDcrNzcXFixfRv39/9TKZTIb+/fsjNDS0xH1CQ0OLbA8AgwYNKnV7bZKWlgYAsLKyKnO7zMxMuLi4wMnJCcOHD8eNGzdqo7xKi4yMhIODA5o1a4YJEyYgJiam1G11+brl5uZiy5YtmDJlSpmT/erKdfu36OhoxMfHF7k+CoUCPj4+pV6fqnx2tUVaWhoEQYClpWWZ21Xm71tqQUFBsLGxQYsWLTBjxgwkJyeXuq0uX7uEhATs378fU6dOLXdbbbx+//4OuHjxIvLy8opcCw8PDzg7O5d6Laryea0pDEA1KCkpCUqlEra2tkWW29raIj4+vsR94uPjK7W9tlCpVJgzZw66detW5iSzLVq0wPr167Fnzx5s2bIFKpUKXbt2xYMHD2qx2vL5+Phg48aNOHToEFavXo3o6Gj06NEDGRkZJW6vq9cNAHbv3o3U1FS8+uqrpW6jK9etJIXXoDLXpyqfXW2QnZ2NBQsWYNy4cWVONFnZv28p+fr6YvPmzTh69Ci+/vprBAcHY/DgwVAqlSVur6vXDgA2bdoEc3Pzch8RaeP1K+k7ID4+HkZGRsXCeHnfgYXbVHSfmiL5XGCkm/z9/XH9+vVyn0N36dIFXbp0Ub/v2rUrWrZsiR9//BGfffaZpsussMGDB6v/u127dvDx8YGLiwt+//33Cv2/M12ybt06DB48GA4ODqVuoyvXTZ/l5eVhzJgxEEURq1evLnNbXfr7fvnll9X/3bZtW7Rr1w7NmzdHUFAQ+vXrJ2FlNW/9+vWYMGFCuR0MtPH6VfQ7QJvxDlANsra2hlwuL9biPSEhAXZ2diXuY2dnV6nttcHMmTPx559/4vjx42jcuHGl9jU0NESHDh1w584dDVVXMywtLeHu7l5qnbp43QDg/v37OHLkCKZNm1ap/XTlugFQX4PKXJ+qfHalVBh+7t+/j8DAwDLv/pSkvL9vbdKsWTNYW1uXWquuXbtCJ06cQERERKU/i4D016+07wA7Ozvk5uYiNTW1yPblfQcWblPRfWoKA1ANMjIygpeXF44ePapeplKpcPTo0SL/b/p5Xbp0KbI9AAQGBpa6vZREUcTMmTOxa9cuHDt2DE2bNq30MZRKJa5duwZ7e3sNVFhzMjMzERUVVWqdunTdnrdhwwbY2Nhg6NChldpPV64bADRt2hR2dnZFrk96ejrOnj1b6vWpymdXKoXhJzIyEkeOHEHDhg0rfYzy/r61yYMHD5CcnFxqrbp07Z63bt06eHl5wdPTs9L7SnX9yvsO8PLygqGhYZFrERERgZiYmFKvRVU+rzVGo02s9dC2bdtEY2NjcePGjWJ4eLg4ffp00dLSUoyPjxdFURRfeeUV8f3331dvf+rUKdHAwED85ptvxJs3b4qLFi0SDQ0NxWvXrkl1CqWaMWOGqFAoxKCgIDEuLk79evr0qXqbf5/f4sWLxb/++kuMiooSL168KL788suiiYmJeOPGDSlOoVTvvPOOGBQUJEZHR4unTp0S+/fvL1pbW4uJiYmiKOr2dSukVCpFZ2dnccGCBcXW6dp1y8jIEC9fvixevnxZBCAuX75cvHz5sron1FdffSVaWlqKe/bsEa9evSoOHz5cbNq0qfjs2TP1Mfr27Sv+8MMP6vflfXa14dxyc3PFYcOGiY0bNxbDwsKKfA5zcnJKPbfy/r615fwyMjLEd999VwwNDRWjo6PFI0eOiB07dhTd3NzE7OzsUs9PW65deedXKC0tTTQ1NRVXr15d4jG09fpV5DvgzTffFJ2dncVjx46JFy5cELt06SJ26dKlyHFatGgh7ty5U/2+Ip9XTWAA0oAffvhBdHZ2Fo2MjMROnTqJZ86cUa/r1auXOHny5CLb//7776K7u7toZGQktm7dWty/f38tV1wxAEp8bdiwQb3Nv89vzpw56t+Fra2tOGTIEPHSpUu1X3w5xo4dK9rb24tGRkaio6OjOHbsWPHOnTvq9bp83Qr99ddfIgAxIiKi2Dpdu27Hjx8v8W+x8BxUKpW4cOFC0dbWVjQ2Nhb79etX7LxdXFzERYsWFVlW1me3tpR1btHR0aV+Do8fP64+xr/Prby/79pU1vk9ffpUHDhwoNioUSPR0NBQdHFxEV9//fViQUZbr50olv+3KYqi+OOPP4r16tUTU1NTSzyGtl6/inwHPHv2THzrrbfEBg0aiKampuLIkSPFuLi4Ysd5fp+KfF41Qfi7GCIiIiK9wTZAREREpHcYgIiIiEjvMAARERGR3mEAIiIiIr3DAERERER6hwGIiIiI9A4DEBEREekdBiAiIiLSOwxARCSJJk2a4LvvvpO6jFrTu3dvzJkzR+oyiOhvDEBEpPe2bt0KuVwOf39/qUsholrCAEREem/dunV47733sHXrVmRnZ0tdDhHVAgYgItKI3r17Y+bMmZg5cyYUCgWsra2xcOFCPD/94NOnTzFlyhSYm5vD2dkZP/30U5FjLFiwAO7u7jA1NUWzZs2wcOFC5OXlqddfuXIFffr0gbm5OSwsLODl5YULFy6o1588eRI9evRAvXr14OTkhFmzZiErK6vIz4iOjsbp06fx/vvvw93dHTt37iyyfuPGjbC0tMRff/2Fli1bon79+vD19UVcXJx6m/z8fMyaNQuWlpZo2LAhFixYgMmTJ2PEiBGl/n5ycnLw7rvvwtHREWZmZvDx8UFQUFBlfsVEVA0MQESkMZs2bYKBgQHOnTuHFStWYPny5fj555/V65ctW4YXXngBly9fxltvvYUZM2YgIiJCvd7c3BwbN25EeHg4VqxYgbVr1+Lbb79Vr58wYQIaN26M8+fP4+LFi3j//fdhaGgIAIiKioKvry9Gjx6Nq1evYvv27Th58iRmzpxZpMYNGzZg6NChUCgUmDhxItatW1fsPJ4+fYpvvvkGv/zyC0JCQhATE4N3331Xvf7rr7/Gr7/+ig0bNuDUqVNIT0/H7t27y/zdzJw5E6Ghodi2bRuuXr2Kl156Cb6+voiMjKzU75iIqkjj880TkV7q1auX2LJlS1GlUqmXLViwQGzZsqUoiqLo4uIiTpw4Ub1OpVKJNjY24urVq0s95tKlS0UvLy/1e3Nzc3Hjxo0lbjt16lRx+vTpRZadOHFClMlk4rNnz0RRFEWlUik6OTmJu3fvFkVRFB8/fiwaGRmJd+/eVe+zYcMGEYB4584d9bJVq1aJtra26ve2trbi0qVL1e/z8/NFZ2dncfjw4UV+H7NnzxZFURTv378vyuVy8eHDh0Xq69evn/jBBx+Uev5EVHN4B4iINKZz584QBEH9vkuXLoiMjIRSqQQAtGvXTr1OEATY2dkhMTFRvWz79u3o1q0b7OzsUL9+fXz00UeIiYlRr583bx6mTZuG/v3746uvvkJUVJR63ZUrV7Bx40bUr19f/Ro0aBBUKhWio6MBAIGBgcjKysKQIUMAANbW1hgwYADWr19f5DxMTU3RvHlz9Xt7e3t1nWlpaUhISECnTp3U6+VyOby8vEr9vVy7dg1KpRLu7u5F6gsODi5yDkSkOQZSF0BE+qvwcVUhQRCgUqkAAKGhoZgwYQIWL16MQYMGQaFQYNu2bVi2bJl6+08++QTjx4/H/v37cfDgQSxatAjbtm3DyJEjkZmZiTfeeAOzZs0q9nOdnZ0BFDR+TklJQb169dTrVCoVrl69isWLF0Mmk5Vap/hcW6bKyszMhFwux8WLFyGXy4usq1+/fpWPS0QVxwBERBpz9uzZIu/PnDkDNze3Yl/6JTl9+jRcXFzw4Ycfqpfdv3+/2Hbu7u5wd3fH3LlzMW7cOGzYsAEjR45Ex44dER4eDldX1xKPn5ycjD179mDbtm1o3bq1erlSqUT37t1x+PBh+Pr6llunQqGAra0tzp8/j549e6qPcenSJbRv377EfTp06AClUonExET06NGj3J9BRDWPAYiINCYmJgbz5s3DG2+8gUuXLuGHH34ocgenLG5uboiJicG2bdvg7e2N/fv3Y9euXer1z549w/z58/Gf//wHTZs2xYMHD3D+/HmMHj0aQEEPss6dO2PmzJmYNm0azMzMEB4ejsDAQKxcuRK//PILGjZsiDFjxhR5TAcAQ4YMwbp16yoUgADg7bffRkBAAFxdXeHh4YEffvgBT548KXbcQu7u7pgwYQImTZqEZcuWoUOHDnj8+DGOHj2Kdu3aYejQoRX6uURUdQxARKQxkyZNwrNnz9CpUyfI5XLMnj0b06dPr9C+w4YNw9y5czFz5kzk5ORg6NChWLhwIT755BMABe1skpOTMWnSJCQkJMDa2hqjRo3C4sWLARS0LwoODsaHH36IHj16QBRFNG/eHGPHjgUArF+/HiNHjiwxpIwePRqvvPIKkpKSKlTrggULEB8fj0mTJkEul2P69OkYNGhQmXe6NmzYgM8//xzvvPMOHj58CGtra3Tu3BkvvvhihX4mEVWPIFbnQTYRUSl69+6N9u3b69V0F4VUKhVatmyJMWPG4LPPPpO6HCIqAe8AERFV0/3793H48GH06tULOTk5WLlyJaKjozF+/HipSyOiUrAbPBFRNclkMmzcuBHe3t7o1q0brl27hiNHjqBly5ZSl0ZEpeAjMCIiItI7vANEREREeocBiIiIiPQOAxARERHpHQYgIiIi0jsMQERERKR3GICIiIhI7zAAERERkd5hACIiIiK98/+5DEZAxHy/OgAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61469.0 61470.0 13 1 Parameter('H', value=16.321441444838634, unit=mag) Parameter('G12', value=0.7650215314358947, unit=, bounds=[0, 1])\n", + "[0.01812848] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61469\n", + "plots/phase_curve_6098332225018000_61469.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61473.0 61474.0 14 1 Parameter('H', value=16.32348549913327, unit=mag) Parameter('G12', value=0.7757582788738672, unit=, bounds=[0, 1])\n", + "[-0.07986788] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61473\n", + "plots/phase_curve_6098332225018000_61473.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61477.0 61478.0 15 1 Parameter('H', value=16.313058957815667, unit=mag) Parameter('G12', value=0.7211769942636579, unit=, bounds=[0, 1])\n", + "[0.01855774] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61477\n", + "plots/phase_curve_6098332225018000_61477.png\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61485.0 61486.0 16 1 Parameter('H', value=16.313712220849112, unit=mag) Parameter('G12', value=0.7245825582125767, unit=, bounds=[0, 1])\n", + "[-0.06030886] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61485\n", + "plots/phase_curve_6098332225018000_61485.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61497.0 61498.0 17 1 Parameter('H', value=16.30823483301463, unit=mag) Parameter('G12', value=0.6960725577528603, unit=, bounds=[0, 1])\n", + "[-0.06098681] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61497\n", + "plots/phase_curve_6098332225018000_61497.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61500.0 61501.0 18 1 Parameter('H', value=16.29689422784195, unit=mag) Parameter('G12', value=0.6375239231992424, unit=, bounds=[0, 1])\n", + "[-0.0157216] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61500\n", + "plots/phase_curve_6098332225018000_61500.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61503.0 61504.0 19 2 Parameter('H', value=16.29476689273694, unit=mag) Parameter('G12', value=0.6266166523025728, unit=, bounds=[0, 1])\n", + "[-0.067454 0.01855137] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_61503\n", + "plots/phase_curve_6098332225018000_61503.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61504.0 61505.0 21 1 Parameter('H', value=16.291072961206535, unit=mag) Parameter('G12', value=0.6077409926302827, unit=, bounds=[0, 1])\n", + "[-0.03101143] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61504\n", + "plots/phase_curve_6098332225018000_61504.png\n" + ] + }, + { + "data": { + "image/png": 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cRZqIiBoXAxCpTVpO7eYDqu1+REREqqLRAHT8+HGEhITA2dkZgiBg586dlfa5ceMGRowYAalUCktLSwQGBiIxMbHa82ZmZiI0NBROTk4wMzODl5cX9u3bp6aroKrYW5mrdD8iIiJVMdbkL8/Ly4O/vz9ee+01jBkzptL7cXFx6NmzJyZPnozFixfD2toa169fh7l51V+YxcXFGDRoEOzt7fF///d/cHFxQUJCAmxsbNR4JaRM19a2cJKaIyWrEFW1hDlJzdG1tW2j1kVERKTRADR06FAMHTq0yvc//PBDDBs2DEuXLlVs8/DwqPac69atQ0ZGBk6fPg0TExMAQKtWrao9pqioCEVF/8xcnJ3NRT1VwUgiYFFIO0z75SIEQGkIem+oN4wkVfSUJiIiUhOt7QMkl8uxd+9eeHl5YciQIbC3t0dQUJDSZrIn/fnnn+jevTtCQ0Ph4OAAPz8/fP7555DJZFUes2TJEkilUsWPq6uriq/GcAX7OWHVhC5wlFZ8alceeX45k4icwpLGL4yIiAya1swDJAgCduzYgVGjRgEAUlJS4OTkBAsLC3z22Wfo168fDhw4gA8++ADHjh1Dnz59lJ7Hx8cHd+/exfjx4zF9+nTExsZi+vTpmDlzJhYtWqT0GGVPgFxdXTkPkArJ5CIi4zOQllMIeytzmBgJeHXDOeQUlsLf1QabXu0KqYWJpsskIiIdppMTIT4dgB48eAAXFxeMGzcOmzdvVuw3YsQIWFpaYsuWLUrP4+XlhcLCQsTHx8PIyAgAsHz5cixbtgzJycm1qoUTITaOa0lZeHntWfydX4J2Ttb4eXJXNG9qpumyiIhIR+nFRIh2dnYwNjZGu3btKmz39fWtdhSYk5MTvLy8FOGn/JiUlBQUF3NxTm3i5yLF1qndYdfUDNHJ2XjxxzNIy+aQeCIiUj+tDUCmpqYIDAxETExMhe23bt2Cu7t7lcf16NEDsbGxkMvlFY5xcnKCqamp2uql+vF2tMK2N7rB0doct9NyMfbHM3iQWaDpsoiISM9pNADl5uYiKioKUVFRAID4+HhERUUpnvDMmzcP27Ztw5o1axAbG4vvvvsOu3fvxvTp0xXnmDhxIt5//33F62nTpiEjIwOzZs3CrVu3sHfvXnz++ecIDQ1t1Guj2vNo0RS/vdEdLZs1QfyjPLzwQwTuPsrj6vFERKQ2Gu0DFBYWhn79+lXaPmnSJGzYsAFA2bD2JUuW4P79+/D29sbixYsxcuRIxb59+/ZFq1atFPsDQEREBObMmYOoqCi4uLhg8uTJmD9/foVmseqwD5BmPMgswEtrzuBuej4kAvBk5uHq8UREVBOd7AStTRiANGdbZCLm/3G10nauHk9ERDXRi07QZHhkchHfHLmt9D2uHk9ERKrEAERaIzI+A8lZVY8C4+rxRESkKgxApDW4ejwRETUWBiDSGrVdFb4FJ0skIqIGYgAirVG+enxNS6PuuvwApTJ5DXsRERFVjQGItEb56vEAKoWg8teCAGw7dw/Tf72IwpKqF7glIiKqDgMQaZWqVo93lJpj9YQuWDW+C0yNJTgYnYqJ6yKRVcCV5ImIqO44D5ASnAdI855ePb5ra1sYScqeA0XEpWPqpvPIKSqFt4MV1r0aCBebJhqumIiINI0TITYQA5D2u/4gC6+sP4eHOUWwtzLD2kmB6NBSqumyiIhIgzgRIum99s5S7AztAW8HK6TlFOGFHyJwODpV02UREZGOYAAineVi0wTbp3VHL087FJTI8PrP57H+VLymyyIiIh3AAEQ6zdrcBOteCcS4rq4QxbKlMj7+8zqXyyAiomoxAJHOMzGS4PPRHfDeUB8AwIbTd/HGz+eRV1Sq4cqIiEhbMQCRXhAEAW/28cDKl8qGyR++kYaxP0YgNZvLZhARUWXG9Tnozz//VLpdEASYm5ujbdu2aN26dYMKI6qP4R2d4Cg1x9RN53EtKRujV57CulcD4ePI0XxERPSPeg2Dl0gkEAQBTx9avk0QBPTs2RM7d+5Es2bNVFZsY+EweN2XmJ6PVzZE4s7DPFiaGuHbFzujn499lXMLERGR7lP7MPhDhw4hMDAQhw4dQlZWFrKysnDo0CEEBQVhz549OH78ONLT0/HOO+/U6wKIGsqtuQV2TOuB7m2aI69Yhtc3nUenxQcxbs0ZzNoahXFrzqDnl0dx4FqypkslIiINqNcTID8/P/z444949tlnK2w/deoUpk6diuvXr+Pw4cN47bXXkJiYqLJiGwufAOmPEpkcUzaeR/ith5XeK3/2s2pCFwT7OTVuYUREpHJqfwIUFxen9MTW1ta4c+cOAMDT0xOPHj2qz+mJVEYiCLiVmqP0vfLkv3h3NIfNExEZmHoFoICAAMybNw8PH/7zX9UPHz7Eu+++i8DAQADA7du34erqqpoqieopMj4DyVlVjwQTASRnFSIyPqPxiiIiIo2r1yiwtWvXYuTIkWjZsqUi5Ny7dw9t2rTBrl27AAC5ublYsGCB6iolqoe0nNoNg6/tfkREpB/qFYC8vb0RHR2NgwcP4tatW4ptgwYNgkRS9lBp1KhRKiuSqL7srcxrtV9zSzM1V0JERNqkXgEIKBsKHxwcjODgYFXWQ6RSXVvbwklqjpSsQlTXy+f7sFi0c7aGraWp0vdlcpFD6ImI9Ei9RoEBQF5eHsLDw5GYmIji4uIK782cOVMlxWkKR4HplwPXkjHtl4sAUCEECY9fmxlLUFQqh4tNE3w/vgv8XW0qHb94d3SFvkROUnMsCmnH0WNERFqkLt/f9QpAly5dwrBhw5Cfn4+8vDzY2tri0aNHsLCwgL29vWIkmK5iANI/1YWYVnaWePPnC7ibng9TIwk+HtEe47q6QhAERXh6+kPCIfRERNpH7QGob9++8PLywurVqyGVSnH58mWYmJhgwoQJmDVrFsaMGVPv4rUBA5B+qq4ZK7uwBG//dhmHolMBAP8OaImPR7THwOXhVY4iEwA4Ss1xcn5/NocREWkBtQcgGxsbnD17Ft7e3rCxsUFERAR8fX1x9uxZTJo0CTdv3qx38dqAAcgwyeUiVh+Pw1d/xUAuAq2aW+Buen6Nx215vRu6ezRvhAqJiKg6ap8I0cTERDHay97eXjHbs1Qqxb179+pzSiKNk0gETO/bFj9PDoKtpWmtwg/AIfRERLqoXgGoc+fOOHfuHACgT58++Oijj/Drr79i9uzZ8PPzU2mBRI2tR1s77HmrJzxaWNZq/9oOtSciIu1RrwD0+eefw8mprOPnf/7zHzRr1gzTpk3Dw4cP8eOPP6q0QCJNcLZpgt1v9YSFqVGV+wgo60jdtbVt4xVGREQqUe9h8PqMfYCo3IFryXjz8RB6ZVZzFBgRkdZQex8gIiIiIl1WrwCUnp6O0NBQtGvXDnZ2drC1ta3wQ6QPZHIRi3dHV7vPR7uucyV5IiIdVK+lMF5++WXExsZi8uTJcHBwgCBwDhTSPzWtJA8AaTlFWH8qHlN6tWmkqoiISBXqFYBOnDiBkydPwt/fX9X1EGmN2g5v/8++G8gtKsVb/T05ISIRkY6oVxOYj48PCgoKVF0LkVap7fB2UQS+OXwb4386g9RszglERKQL6hWAvv/+e3z44YcIDw9Heno6srOzK/wQ6YPyleSreqZTPgz+63/7w8LUCGfuZGDYtycQFpPWmGUSEVE91CsA2djYIDs7G/3794e9vT2aNWuGZs2awcbGBs2aNVN1jUQaYSQRsCikHQBUCkHlrxeFtMPzAS2x+62e8HWyRnpeMV5Zfw4f/3kdhSWyRq2XiIhqr17zAHXt2hXGxsaYNWuW0k7Qffr0UVmBmsB5gOhJ1a0k/+QcQIUlMnyx/yY2nL4LAPB2sMK34zrBx5F/Q0REjUHti6FaWFjg0qVL8Pb2rneR2owBiJ5W3UryTzsWk4Z52y/jUW4xTI0leH+oD155thVHSxIRqZnaJ0J85plnuOgpGRQjiYDuHs0xspMLuns0r3a0Vz9vexyY3Rv9fexRXCrH4t3ReGX9OS6aSkSkRer1BGj79u34+OOPMW/ePHTo0AEmJiYV3u/YsaPKCtQEPgEiVRBFEb+cScBne2+gqFQOW0tTLPtXRwzwddB0aUREekntTWASSeUHR4IgQBRFCIIAmUy3O38yAJEq3U7NwcytUbiRXDZC8uVu7vhgmC+aVLPQKhER1Z3aA1BCQkK177u7u9f1lFqFAYhUrahUhq/+isGaE/EAgDYtLLH8hU7o5Gqj2cKIiPSI2gNQbQ0fPhw//fQTnJx0a7VsBiBSlxO3H+Lt3y4jLacIRhIBoX09MKO/J0yNuS4xEVFDac1q8MePH+eM0URP6OXZAgfn9MYIf2fI5CL+dzQWo78/hZiUnBqPlclFRMSlY1dUEiLi0rkIKxFRA9RrLTAiqj8bC1P8b1xnDGnviAU7r+L6g2yErDiJtwd7YUqvNkpHmNV2LiIiIqodPncn0pDhHZ3w15zeGOBjj2KZHEv238SLP0YgIT2vwn4HriVj2i8XK61Mn5JViGm/XMSBa8mNWTYRkV5gACLSIHsrc/w06Rksfb4jmpoZ49zdvzH02xP45UwCRFGETC5i8e5oKGvsKt+2eHc0m8OIiOqIAYhIwwRBwAuBrtg/qxe6tbFFfrEMC3Zew8R1kdh3NbnSk58niQCSswoRGZ/ReAUTEekBBiAiLeFqa4HNU7phUUg7mBlLcOL2I7yz/XKtjuUs00REdaPWAPTBBx/A1tZWnb+CSK9IJAJe7dEa+2f1wjPuzVBUKq/VcfZW5mqujIhIv9R6HqA///yz1icdMWJEvQvSBpwHiLSBTC5i/al4fLb3RrX7Nbc0RcT7AziXEBEZPLVMhPj08hflS188+bocl8IgUp1NEfH4aFd0tftwSDwRkZomQpTL5YqfgwcPolOnTti/fz8yMzORmZmJffv2oUuXLjhw4ECDL4CI/jGxe2t8P74zrM2rnraLQ+KJiOqmXs/MZ8+ejW+//RZDhgyBtbU1rK2tMWTIECxfvhwzZ86s9XmOHz+OkJAQODs7QxAE7Ny5s9I+N27cwIgRIyCVSmFpaYnAwEAkJiZWe95vvvkG3t7eaNKkCVxdXTFnzhwUFrKTKOmuYR2ccX7BIEibKA9BHBJPRFQ39QpAcXFxsLGxqbRdKpXi7t27tT5PXl4e/P39sXLlyip/T8+ePeHj44OwsDBcuXIFCxcuhLl51R0+N2/ejPfeew+LFi3CjRs3sHbtWmzbtg0ffPBBresi0kYXEv5GVkFple9zSDwRUe3VaymMwMBAzJ07Fz///DMcHBwAAKmpqZg3bx66du1a6/MMHToUQ4cOrfL9Dz/8EMOGDcPSpUsV2zw8PKo95+nTp9GjRw+89NJLAIBWrVph3LhxOHv2bK3rItJGtR3qziHxREQ1q9cToHXr1iE5ORlubm5o27Yt2rZtCzc3NyQlJWHt2rUqKUwul2Pv3r3w8vLCkCFDYG9vj6CgIKXNZE969tlnceHCBURGRgIA7ty5g3379mHYsGFVHlNUVITs7OwKP0TaprZD3f+6nor84qqfFBERUT2fALVt2xZXrlzBoUOHcPPmTQCAr68vBg4cWGE0WEOkpaUhNzcXX3zxBT777DN8+eWXOHDgAMaMGYNjx46hT58+So976aWX8OjRI/Ts2ROiKKK0tBRvvvlmtU1gS5YsweLFi1VSN5G6dG1tCyepOVKyCpUujVFu39VkXE3KxJLRHdHT067R6iMi0iW1HgZflcLCQpiZmTU4+AiCgB07dmDUqFEAgAcPHsDFxQXjxo3D5s2bFfuNGDEClpaW2LJli9LzhIWF4cUXX8Rnn32GoKAgxMbGYtasWXj99dexcOFCpccUFRWhqKhI8To7Oxuurq4cBk9ap3xhVAAVQlD5p296Pw/suJiEB4+Xz/hXQEssGO4LGwvTxi2UiEgD1DIM/klyuRyffvopXFxc0LRpU8THxwMAFi5cqLImMDs7OxgbG6Ndu3YVtvv6+lY7CmzhwoV4+eWXMWXKFHTo0AGjR4/G559/jiVLlkAuVz6rrpmZmWI0W/kPkTYK9nPCqgld4Cit2BzmKDXHqgldMG+IDw7O7YNXnm0FQQD+78J9DFwejt2XH6CB/61DRKRX6tUE9tlnn2Hjxo1YunQpXn/9dcV2Pz8/fPPNN5g8eXKDCzM1NUVgYCBiYmIqbL916xbc3d2rPC4/P7/SpI1GRkYAwC8A0gvBfk4Y1M4RkfEZSMsphL2VObq2toWRpOw5UFMzY3w8oj1C/J0w//eriE3LxVtbLuGPi/fx6Sg/tGxmoeErICLSvHoFoE2bNuHHH3/EgAED8Oabbyq2+/v7K/oE1UZubi5iY2MVr+Pj4xEVFQVbW1u4ublh3rx5GDt2LHr37o1+/frhwIED2L17N8LCwhTHTJw4ES4uLliyZAkAICQkBMuXL0fnzp0VTWALFy5ESEiIIggR6TojiYDuHs2r3SfA3RZ7Z/bE6rA7WHksFsdiHmLQ8uN4e7AXXnm2FYyNuHQGERmuegWgpKQktG3bttJ2uVyOkpKSWp/n/Pnz6Nevn+L13LlzAQCTJk3Chg0bMHr0aKxevRpLlizBzJkz4e3tjd9//x09e/ZUHJOYmFjhic+CBQsgCAIWLFiApKQktGjRAiEhIfjPf/5Tn0sl0mlmxkaYNdATwzs64YM/riLybgY+23sDO6OS8MWYjvBzkWq6RCIijahXJ+iAgADMmTMHEyZMgJWVFS5fvow2bdrgk08+waFDh3DixAl11NpouBYY6SO5XMRv5+/h8303kF1YCokATO7ZGnMGecHCtPb/LSSTi1U2vxERaVJdvr/r9QToo48+wqRJk5CUlAS5XI4//vgDMTEx2LRpE/bs2VOvoolIvSQSAS92dUN/X3t8sjsae64kY82JeOy7moLPRvuhn7d9jec4cC0Zi3dHIznrn8kWuRArEemieg+DP3HiBD755BNcvnwZubm56NKlCz766CMMHjxY1TU2Oj4BIkNw7GYaFuy8hqTMAgDAcx2d8NFz7WBvrXzCxfIh+E//H0b5s59VE7owBBGRRtXl+7vB8wDpIwYgMhR5RaX476FbWHcqHnIRsDI3xrvBPhjf1Q2SJ5q1ZHIRPb88WuHJz5MElA3FPzm/P5vDiEhj1D4P0Llz55SurXX27FmcP3++PqckIg2wNDPGgufa4c8ZPdGxpRQ5haVYuPManl99GjeS/1kSJjI+o8rwA3AhViLSPfUKQKGhobh3716l7UlJSQgNDW1wUUTUuPxcpNgxvQc+DmmHpmbGuJSYieH/O4EZmy8ip7CEC7ESkd6pVyfo6OhodOnSpdL2zp07Izo6usFFEVHjM5IIcJSaw8LUCLlFpZCLwJ4rydh/NRnPdaxd357aLthKRKRp9XoCZGZmhtTU1Erbk5OTYWxcr0xFRBpW3sk5LaeownaZCOy6nAwTo6r79ggoGw3WtbWtmqskIlKNegWgwYMH4/3330dWVpZiW2ZmJj744AMMGjRIZcURUeOQyUUs3h1d7SrzJTLl75bHokUh7dgBmoh0Rr0e13z11Vfo3bs33N3d0blzZwBAVFQUHBwc8PPPP6u0QCJSv5o6OVfHkfMAEZEOqlcAcnFxwZUrV/Drr7/i8uXLaNKkCV599VWMGzcOJiYmqq6RiNSstp2Xxwa64sC1FGQVlEAA0N/HHsv+7Q9bS1P1FkhEpGKcB0gJzgNEhiYiLh3j1pypcb8tr3eDp0NTLNl3E79fvA8AaG5pig+H+2J0ZxcIApvAiEhz1D4R4qZNm6p9f+LEiXU9pVZhACJDUz7RYUpWodJ+QMomOjx7Jx0Ldl7D7bRcAEC3Nrb4bJQf2tpbNV7hRERPUHsAatasWYXXJSUlyM/Ph6mpKSwsLJCRoduToTEAkSEqHwUGoEIIqm6pi+JSOX46eQf/O3IbhSVymBgJeL1XG7zV3xNNTI0ap3AiosfUPhP033//XeEnNzcXMTEx6NmzJ7Zs2VKvoolIs4L9nLBqQhc4SivO5eMoNa9ynS9TYwmm922LQ3P6YICPPUpkIr4Pi8PA5eE4FF15qgwiIm2h0j5A58+fx4QJE3Dz5k1VnVIj+ASIDJlMLiIyPgNpOYWwtyqb26c2w9tFUcTB6FR8sjtascDqQF97LAppD1dbC3WXTURUp+9vlc5aaGxsjAcPHqjylETUyIwkArp7NK/zcYIgYEh7R/TytMOKo7FYc/wODt9Iw4nbj/BW/7Z4vXcbmBmzWYyItEO9ngD9+eefFV6Loojk5GR89913cHV1xf79+1VWoCbwCRBRw91OzcHCXddw5k5Zn8A2dpb4ZKQfenraabgyItJXau8ELZFU7DokCAJatGiB/v374+uvv4aTk25PiMYARKQaoijiz8sP8OmeG3iUW7bExnMdnbDwuXZwsOa6YUSkWmoPQPqOAYhItbILS7D84C1sirgLuQhYmhphziAvTHq2FUyM6jUWg4ioEgagBmIAIlKPa0lZWLDzGqLuZQIAvB2s8MnI9ghqU/c+R0RET1NLAJo7d26tC1i+fHmt99VGDEBE6iOXi/jt/D18eeAm/s4vAQCM7uyC94f5wN6KzWJEVH9qGQV26dKlCq8vXryI0tJSeHt7AwBu3boFIyMjBAQE1KNkIjIUEomAF7u6YUh7Ryw7GIMtkYnYcSkJh6NTMWeQFyZ2d4cxm8WISM3q1QS2fPlyhIWFYePGjYpZof/++2+8+uqr6NWrF95++22VF9qY+ASIqPFcvpeJhbuu4cr9LACAs405Xu/VBhO7t6rV/ENEROXU3gfIxcUFBw8eRPv27Stsv3btGgYPHqzzcwExABE1rn1XHuD9HVeRVVCq2NbERILFI9rjhUA3DVZGRLpE7UthZGdn4+HDh5W2P3z4EDk5OfU5JREZqAPXkhG6+VKF8AMABSVyvPv7Vcz7v8solck1VB0R6at6BaDRo0fj1VdfxR9//IH79+/j/v37+P333zF58mSMGTNG1TUSkZ6SyUUs3h2tdAX6ctvP38fwFSdx9k660uMj4tKxKyoJEXHpkMk5qJWIaqdeS2GsXr0a77zzDl566SWUlJSN4jA2NsbkyZOxbNkylRZIRPorMj4DyVmFNe4Xk5KDsT+ewahOznh/mC8crM1x4FoyFu+OrnC8k9Qci0LaKV24lYjoSQ2aBygvLw9xcXEAAA8PD1haWqqsME1iHyCixrErKgmztkbVuN+zHs0RcScd4uNJFIP9HPH7xaRK+5V3ma5q9Xoi0m9q7wNULjk5GcnJyfD09ISlpSU4pyIR1UVt5/15q78ndoX2gL+rDfKKZUrDDwBFU9ri3dFsDiOiatUrAKWnp2PAgAHw8vLCsGHDkJycDACYPHmyzg+BJ6LG07W1LZyk5qhqsLuAsmatrq1t0bGlDXZMexZTe7Wp9pwigOSsQkTGZ6i6XCLSI/UKQHPmzIGJiQkSExNhYWGh2D527FgcOHBAZcURkX4zkghYFNIOACqFoPLXi0LaKeYDkkgEtHepXbN0Wk7NfYuIyHDVKwAdPHgQX375JVq2bFlhu6enJxISElRSGBEZhmA/J6ya0AWO0orNYY5Sc6V9eWrbbMZlNYioOvUaBZaXl1fhyU+5jIwMmJmZNbgoIjIswX5OGNTOEZHxGUjLKYS9VVmzl7KZoMubzVKyCqscPm9mLEELK/5/ERFVrV5PgHr16oVNmzYpXguCALlcjqVLl6Jfv34qK46IDIeRREB3j+YY2ckF3T2aV7kMRnXNZuWKSuUY9u0JLD1wE/nFpVXsRUSGrF7D4K9fv47+/fujS5cuOHr0KEaMGIHr168jIyMDp06dgoeHhzpqbTQcBk+k/aqaB+iN3m1wLOYhwm+VzVbvaG2OD4f74rmOThAEri1GpM/UuhZYSUkJgoODsWTJEhw6dAiXL19Gbm4uunTpgtDQUDg56f7cGwxARLpBJheVNpuJoojDN9LwyZ7ruJdRAKCs6ezjkPZo58zPNJG+UvtiqC1atMDp06fh6elZ7yK1GQMQke5RFoZKZHL8ePwOvg+LRWGJHBIBGB/kjrmDvNDM0lTTJRORiqk9AM2ZMwdmZmb44osv6l2kNmMAItItNS2LkZRZgCX7bmDPlbI5y2wsTPD2YG+81NWtyr5GRKR71B6A3nrrLWzatAmenp4ICAiotATG8uXL63pKrcIARKQ7DlxLxrRfLlYaEaZsWYwzd9Lx8Z/XcTMlBwDg62SNj0PaIahN88YrmIjURu0BqLqRXoIg4OjRo3U9pVZhACLSDTK5iJ5fHq1yQVUBZfMJnZzfX/Gkp1Qmx5bIRHx18BayCsoWc36uoxM+GOYLZ5smjVU6EamB2gOQvmMAItINEXHpGLfmTI37bXm9G7p7VHzK83deMZYfuoVfzyZALgJNTIwwra8HpvZuA3MTI3WVTERq1GiLoRIRaVJtl7tQtl8zS1N8OsoPe97qha6tbVFQIsPyQ7cw4Otw7LuazMWdifQcAxAR6SxVLIvRztka26Z2w4pxneEsNUdSZgGm/3oR49acwY3kbFWVSkRahgGIiHRWXVaTr44gCAjxd8aRt/ti1gBPmBlLcOZOBob/7wQ+3HEVGXnFKq+diDSLAYiIdFZdV5OvSRNTI8wZ5IUjb/fB8I5OkIvAr2cT0XfZMWw4FY8SmVx1xRORRrETtBLsBE2kW2qaB6i+ztxJx+Ld0YqmME/7pvgopB16ebZocM1EpHocBdZADEBEuqeqZTFUcd4tkYn4+mAM/s4vGzY/0NcBC4b7opWdZQ1HE1FjYgBqIAYgInpaVn4JvjlyCz9HJKBULsLESMBrPVpjRv+2sDI30XR5RAQGoAZjACKiqsSm5eDTPTcUq83bNTXFvCHe+FeAK5fVINIwBqAGYgAiopocu5mGT/dE486jPABAe2drLAppX+OIMyJSHwagBmIAIqLaKC6VY1PEXXx75DZyCksBAMM7OuH9oT5o2cxCw9URGR4GoAZiACKiukjPLcLXh25ha2Qi5CJgZizB1N5t8GYfD1iaGWu6PCKDwQDUQAxARFQf0Q+y8emeaETcSQcA2FuZ4d1gH4zp7AIJ+wcRqR0DUAMxABFRfYmiiIPRqfh83w0kpOcDADq2lOKj59rhmVbsH0SkTgxADcQAREQNVVQqw4ZTd7HiaCxyi8r6B4X4O2N+sDf7BxGpCQNQAzEAEZGqPMwpwvJDMdh67h5E9g8iUqu6fH9rfC2w48ePIyQkBM7OzhAEATt37qzwviAISn+WLVtW7XlXrlyJVq1awdzcHEFBQYiMjFTjVRARKdfCygxLxnTEnrd6olsbWxSVyrHiaCz6fRWG7efvQS7nf4MSaYLGA1BeXh78/f2xcuVKpe8nJydX+Fm3bh0EQcDzzz9f5Tm3bduGuXPnYtGiRbh48SL8/f0xZMgQpKWlqesyiIiq1d5Zii2vd8PqCQFws7VAWk4R5v3fFYxYeRJnH3eaJqLGo1VNYIIgYMeOHRg1alSV+4waNQo5OTk4cuRIlfsEBQUhMDAQ3333HQBALpfD1dUVb731Ft57770a62ATGBGpU1GpDBtP38WKI7HIedw/aKifI94f6gu35uwfRFRfOtUEVhepqanYu3cvJk+eXOU+xcXFuHDhAgYOHKjYJpFIMHDgQERERCg9pqioCNnZ2RV+iIjUxczYCFN7e+DYvL4YH+QGiQDsv5aCgcvDsWT/DeQUlmi6RCK9p1MBaOPGjbCyssKYMWOq3OfRo0eQyWRwcHCosN3BwQEpKSlKj1myZAmkUqnix9XVVaV1ExEpY9fUDP8Z3QH7Z/VGL087FMvk+CH8DvouC8Pms4mQsX8QkdroVABat24dxo8fD3Nzc5We9/3330dWVpbi5969eyo9PxFRdbwdrbDpta5Y98ozaNPCEul5xfhgx1UM+/YETtx+qOnyiPSSzozBPHHiBGJiYrBt27Zq97Ozs4ORkRFSU1MrbE9NTYWjo6PSY8zMzGBmZqayWomI6koQBPT3cUAvzxb49UwC/nv4NmJSc/Dy2kj0826BD4f7oq29labLJNIbOvMEaO3atQgICIC/v3+1+5mamiIgIKBCJ2m5XI4jR46ge/fu6i6TiKhBTIwkeKVHa4TP64vXerSGsUTAsZiHGPLNCXy06xoy8oo1XSKRXtB4AMrNzUVUVBSioqIAAPHx8YiKikJiYqJin+zsbGzfvh1TpkxReo4BAwYoRnwBwNy5c7FmzRps3LgRN27cwLRp05CXl4dXX31VrddCRKQqNham+CikHQ7O6Y1B7Rwgk4vYFJGAPsuO4cfjcSgqlWm6RCKdpvEmsPPnz6Nfv36K13PnzgUATJo0CRs2bAAAbN26FaIoYty4cUrPERcXh0ePHilejx07Fg8fPsRHH32ElJQUdOrUCQcOHKjUMZqISNu1adEUayY+g9Nxj/DZnhuITs7G5/tu4pcziXh/qA+C/RwhCFxolaiutGoeIG3BeYCISBvJ5CJ+v3gfy/6KwcOcIgBA11a2+HC4L/xdbTRbHJEW4FpgDcQARETaLK+oFD+Ex+HHE3dQWCIHAIzq5Ix5wT5wsWmi4eqINIcBqIEYgIhIFyRnFWDZXzH442ISgLKFVqf0ao1pfduiKRdaJQPEANRADEBEpEuu3s/CZ3ujcTY+A0DZBItzB3nhhWdawthI42NdiBoNA1ADMQARka4RRREHo1Pxxf6biH+UBwDwdrDCB8N90cerhYarI2ocDEANxABERLqquFSOX84k4Nsjt5FVULamWG+vFvhwmC+8HTmRIuk3BqAGYgAiIl2XlV+CFUdvY2PEXZTIREgEYGygK+YM8oK9lWqXEyLSFgxADcQARET6IiE9D18euIl9V8sWg7YwNcKbfTwwpVdrWJiyozTpFwagBmIAIiJ9c/5uBj7bewNR9zIBAA7WZnhnsDfGdGkJIwknUiT9wADUQAxARKSPRFHEnivJ+PLATdz/uwAA4OtkjQ+H+aKnp52GqyNqOAagBmIAIiJ9Vlgiw6aIu1hxNBY5haUAgH7eLfD+MF94ObCjNOkuBqAGYgAiIkOQkVeM/x25jV/OJKBU/kRH6YFesLdmR2nSPQxADcQARESG5M7DXCw9EIMD1//pKD21dxtM7d2GHaVJpzAANRADEBEZonOPO0pfftxR2t6qbEbpfz/jyo7SpBMYgBqIAYiIDFV5R+mlf93EvYyyjtLeDlZ4b5gP+nq1gCAwCJH2YgBqIAYgIjJ0RaUy/ByRgBVHYxUzSvdsa4f3h/mgvbNUw9URKccA1EAMQEREZTLzi/Hd0VhsikhAsUwOQQBGd3bB24O94WLTRNPlEVXAANRADEBERBUlpudj6V83sedKMgDA1FiCV3u0wvS+bSFtYqLh6ojKMAA1EAMQEZFyUfcy8fm+G4iMzwAANLMwwVv9PTGhmztMjSUaro4MHQNQAzEAERFVTRRFHLmRhi8O3ERsWi4AwM3WAu8Ge2N4Byd2lCaNYQBqIAYgIqKalcrk+O38ffz38C08zCkCAPi72uCDoT4IatNcw9XVnkwuIjI+A2k5hbC3MkfX1rYc9q+jGIAaiAGIiKj28opKsebEHfx4/A7yi2UAgIG+DnhvqDfa2mv30hoHriVj8e5oJGcVKrY5Sc2xKKQdgv2cNFgZ1QcDUAMxABER1V1aTiG+OXwb287dg+yJpTVmD/SCgxYurXHgWjKm/XIRT38Jlj/7WTWhC0OQjmEAaiAGICKi+otNy8XSAzdxMDoVAGBuIsHrvcqW1rAy18yIsaebuQLcm6HPsmMVnvw8SQDgKDXHyfn92RymQxiAGogBiIio4c7fzcDn+27gYmImAKC5pSlmDvDEuK5ujTpiTFkzl62lCTLySmo8dsvr3dDdQ3f6Mxm6unx/c8wiERGpxTOtbPH7tGexekIXtLGzRHpeMRb9eR2D/huOvVeS0Rj//V3ezPX0k57ahB+grFmP9BMDEBERqY0gCAj2c8Jfc3rj01F+sGtqioT0fIRuvohR359GRFy62n63TC5i8e7oSn186sLeSvv6LpFqMAAREZHamRhJ8HI3d4TN64dZAzxhYWqEy/cyMW7NGby6PhI3U7JV/jsj4zOq7ONTEwFlo8G6trZVbVGkNRiAiIio0TQ1M8acQV4Im9cXL3dzh7FEwLGYhxj67Qm8/dtlJGUWqOx31bf5qrzL86KQduwArccYgIiIqNHZW5nj01F+ODS3D4Z3cIIoAr9fvI9+X4Xh8303kJlfrJLfURu2lqYVXjtKzTkE3gBwFJgSHAVGRNS4ou5l4ov9N3DmTtkaY9bmxpjery1eebYVzE2M6nVOmVxEzy+PIiWrUGk/IAGAk5Upwoe2wM24FNy3c4GNm7Oi2YuzQ+seDoNvIAYgIqLGJ4oiwm49xJf7b+JmSg6Asn44cwZ6YUwXFxgb1b3RonwUGIAKIUgAMObqEXxyfRcsE+6UbTQxAf71LxybMg8fnM3g7NA6iMPgiYhI5wiCgH7e9tg7sxe++rc/XGyaIDmrEO/+fgXB357AwespdR46H+znhFUTusBRWrE57O3Lu/D1vv/CMrALcPgwcOUKsHQpCo8cQ9sxQ1GalFxh/5SsQkz75SIOXKu4nXQXnwApwSdARESaV1giwy9nEvDdsVhk5pfN2xPg3gzzg33qPDrryZmgXQoyEdC7E4Q5c4ClSyvsM/ydX/Hr6lDs8e2FRYOmVTgHZ4fWfnwCREREOs/cxAhTerXB8Xf7IbSfB8xNJLiQ8Dde+CECkzecQ8zjZrLaMJII6O7RHCM7ueCZ43sgmJoCH3xQYZ/vjt7GTdNm2NxpKMZcOwrT0oqTJYoAkrMKERmfoYrLIw1jACIiIq1mbW6CeUN8ED6vH14KcoORRMCRm2kI/vY43v7tMu7/nV+3E8bHAz4+gI2NYpNMLmL9qbsAgEvO3rAqLoBNgfK5iTg7tH5gACIiIp3gYG2Oz0d3wME5vTGsg6Ni6Hz/r8Lx6Z5oZOTVcui8rS1w7x5Q8s8Tnsj4DGQWlL12zUqFTJAg18xC6eGcHVo/MAAREZFO8WjRFN+PD8DO0B7o3qY5imVyrD0Zj95Lj+Hbw7eRV1Ra/QlefBF4+BDYvFmxqfypjllpMSZc2odDnkHIN21S6VAbCxPODq0nGICIiEgndXK1webXg7Dpta5o72yN3KJS/PfwLfRZdgwbT99Fcalc+YEdO5aFoDffBL77DsjNhb2VOdqnxGLt/y2Ga1YqVnQfq/TQV59tzQ7QeoKjwJTgKDAiIt0il4vYezUZXx+Mwd30sj5BrrZNMHeQF0b6u0DydGgpLASmTwc2bgSMjSFaWkL4+28kWbXAO8PnIMK9Y6XfYWNhggsLBjEAaTFOhNhADEBERLqpRCbHtnP38O2R23iYUwQA8HG0wrvB3ujnbQ9BeCq8JCYCf/4J5OXhgqUjXkhsBplE+czTq7k8htZjAGogBiAiIt2WX1yKDafvYlVYHHIKy/oEPePeDO9WM4fQgWvJeO+Pq4o5h8rZWJjgizEdGH50AOcBIiIig2ZhaozpfdvixLv98EbvNjAzluD84zmEXl0fiesPsirsX75kxtPhBwCylGwj3ccnQErwCRARkX5JySrE/47exrZz9yCTl33tjfB3xtxBXnC1tUDPL49WWPvrSZwBWnewCayBGICIiPRT/KM8LD90C7svPwAAGEsE9PVugcM30mo8dsvr3dDdo7m6S6QGYBMYERGREq3tLLFiXGfseasn+nq3QKlcrFX4ATgDtL5hACIiIoPj5yLFhle7YtvUbvByaFqrYzgDtH5hACIiIoMV1KY59s3shWYWJlXuIwBwkppzBmg9wwBEREQGzdhIgiVjOlT5vghgwXBfdoDWMwxARERk0GRyEdImppjcoxVsLZU/Cfr60C3svZIMuZzjhvSFsaYLICIi0pQD15KxeHd0hSHwtpamGNXJGX287HEzJRurw+Nw52EeQjdfhJ+LNd4e7I2+Xi0qzypNOoXD4JXgMHgiIt0kk4uIjM9AWk4h7K3K+u1U1XRVPvnh01+C5Xuverz0RU5hCX46EY+fTtxBXrEMABDYqhneGeyNoDYcFq9NOA9QAzEAERHpHmVPc5yk5lgU0q7SMhYyuVjnyQ/Tc4uwOjwOmyISUPR4pflennaYN8QbHVvaqOWaqG44DxARERmU8qc5TwealKxCTPvlIg5cS66wPTI+o8rwA5R1fE7OKkRkfIZiW/OmZvhweDuEz+uH8UFuMJYIOHH7EUZ8dwpv/Hwet1JzVHpNpF4MQEREpNNkchGLd0dXasoCoNi2eHe0YgkMoPaTGirbz1Fqjv+M7oCjb/fFmC4uEATgr+upGPLNcczZFoWE9Lx6XAU1NgYgIiLSafV5mnP3Ue1CSnWTH7o1t8DyFzrh4OzeGOrnCFEEdlxKwoCvw/H+H1fxILOg1tdAjY8BiIiIdFpdn+YcuJaM/x6+Xe2+dZn80NPBCqsmBGD3jJ7o41W2vMaWyET0XRaGxbuv42FOUa3qo8al8QB0/PhxhISEwNnZGYIgYOfOnRXeFwRB6c+yZcuqPOeSJUsQGBgIKysr2NvbY9SoUYiJiVHzlRARkSbUdokKeytzRXNZbSwKaVenyQ87tJRi42tdsf3N7ghqbYtimRzrT91F76XH8MX+m/g7r7jW5yL103gAysvLg7+/P1auXKn0/eTk5Ao/69atgyAIeP7556s8Z3h4OEJDQ3HmzBkcOnQIJSUlGDx4MPLy2C5LRKRvura2hZPUHFVFlSef5tTUXFZu9kCvSiPHaiuwlS22Tu2GXyYHoZOrDQpKZFgdHofeS4/hm8O3kFNYUq/zkmpp1TB4QRCwY8cOjBo1qsp9Ro0ahZycHBw5cqTW53348CHs7e0RHh6O3r1717g/h8ETEemW8lFgACp0hn56Tp9dUUmYtTWqxvN9+2InjOzk0uC6RFHE0Ztp+OrgLdxIzgYA2FiY4I3eHpj0rDssTDkfsSrp7TD41NRU7N27F5MnT67TcVlZWQAAW1vlbblFRUXIzs6u8ENERLoj2M8JqyZ0gaO0YnOYo9RcEX6AujWXqYIgCBjg64C9b/XEype6wKOFJTLzS/DlgZvovfQY1p6MR2GJTCW/i+pGp6Lnxo0bYWVlhTFjxtT6GLlcjtmzZ6NHjx7w8/NTus+SJUuwePFiVZVJREQaEOznhEHtHKudCbq8uSwlq1DpsPnyCRBVvfK7RCJgeEcnBPs5YuelJHx75DYSM/Lx6Z5orDl+B6H922LsM64wNdap5xI6TaeawHx8fDBo0CCsWLGi1uecNm0a9u/fj5MnT6Jly5ZK9ykqKkJR0T+99LOzs+Hq6somMCIiPVTb5jJ1KpHJ8fuF+/jfkdt48LhPkotNE8wc0BZjurSEiRGDUH3oZRPYiRMnEBMTgylTptT6mBkzZmDPnj04duxYleEHAMzMzGBtbV3hh4iI9FNtm8vUycRIghe7uuHYvL74ZGR72FuZISmzAPN/v4pBy8Ox49L9ChM3kurpzBOgV155BdeuXcP58+drPI8oinjrrbewY8cOhIWFwdPTs051sBM0EZH+q8vCqepWWCLDL2cSsCosDumPh8u3tW+K2QM9MczPCRIN1aVr6vL9rfE+QLm5uYiNjVW8jo+PR1RUFGxtbeHm5gag7IK2b9+Or7/+Wuk5BgwYgNGjR2PGjBkAgNDQUGzevBm7du2ClZUVUlJSAABSqRRNmjRR8xUREZEuMJII6O6hHau5m5sYYUqvNhjX1Q0bI+7ih/A7iE3LxYzNl+DjGIvZA70wpL0DBIFBSFU0/gQoLCwM/fr1q7R90qRJ2LBhAwDgxx9/xOzZs5GcnAypVFpp31atWuGVV17Bxx9/DABV/oGsX78er7zySo018QkQERFpUnZhCdadjMfaE/HIKSoFALR3tsacgV4Y4GvPIFSFunx/azwAaSMGICIi0gZZ+SX46eQdrDsZj7zisuHyHVtKMWeQF/p6tWAQegoDUAMxABERkTbJyCvGmhN3sOHUXRQ8njeos5sN5g7yQs+2dgxCjzEANRADEBERaaNHuUX4ITwOmyISUFQqBwAEtmqGOQO90N2jucEHIQagBmIAIiIibZaWXYhV4XH49Wwiih8Hoa6tbTF3kBe6tdGOjt2awADUQAxARESkC1KyCrEqLBZbIu+hWFYWhLq3aY45g7xUPpu1LmAAaiAGICIi0iUPMgvwfVgstp27hxJZ2dd6j7bNMWegF55pZThBiAGogRiAiIhIFyVlFmDlsVhsP/9PEOrlaYfZA70Q4N5Mw9WpHwNQAzEAERGRLrv/d/7jIHQfpY+X1Ojt1QKzBnjqdRBiAGogBiAiItIH9zLyseLobfx+MUmxtlhvrxaYPdATXdz0LwgxADUQAxAREemTxPR8fHesYhDq49UCs/QsCDEANRADEBER6SN9D0IMQA3EAERERPpMX4MQA1ADMQAREZEhUBaEykaNeSLAXfeGzzMANRADEBERGZKE9DysPBZbIQj1bGuHWQM9EahD8wgxADUQAxARERmiexllw+f/78I/w+ef9WiOWQM8EaQDS2wwADUQAxARERmyexn5+D4sDv934Z8JFbu1scWsAWWLrmorBqAGYgAiIiIqm1BxVVgcfntiZumurW0xa4AnntXC1ecZgBqIAYiIiOgfSZkFWBUWi9/O3Vcsuhrg3gwzB3iit6ed1gQhBqAGYgAiIiKqLDmrAD+E38HmyEQUl5YFIX9XG8wa0Bb9vO01HoQYgBqIAYiIiKhqadmF+OH4Hfx6NgGFJWVByM/FGjP7e2JQOweNBSEGoAZiACIiIqrZw5wi/HTiDjZFJKCgRAYA8HWyxlv92yK4vSMkksYNQgxADcQAREREVHvpuUVYezIeG0/fRV5xWRDytG+KGf3b4rmOzjBqpCDEANRADEBERER1l5lfjHUn47H+9F3kFJYCAFrbWWJ6Xw+M6uwCEyOJWn8/A1ADMQARERHVX1ZBCTadvou1p+KRmV8CAHC1bYJpfdri+QAXmBkbqeX3MgA1EAMQERFRw+UWleKXMwlYc/wO0vOKAQBOUnO82ccDYwNdYW6i2iDEANRADEBERESqU1Asw+bIRPwQHoe0nCIAQAsrM+yb2QstrMxU9nvq8v1trLLfSkRERKREE1MjTO7ZGuOD3LD9/D2sCouDq62FSsNPXTEAERERUaMwNzHCy91bYWygGzIeN4lpinq7YxMRERE9xdRYAkepuUZrYAAiIiIig8MARERERAaHAYiIiIgMDgMQERERGRwGICIiIjI4DEBERERkcBiAiIiIyOAwABEREZHBYQAiIiIig8MARERERAaHAYiIiIgMDgMQERERGRwGICIiIjI4xpouQBuJoggAyM7O1nAlREREVFvl39vl3+PVYQBSIicnBwDg6uqq4UqIiIiornJyciCVSqvdRxBrE5MMjFwux4MHD2BlZQVBEFR67uzsbLi6uuLevXuwtrZW6bm1gT5fnz5fG8Dr02X6fG0Ar0+XNfa1iaKInJwcODs7QyKpvpcPnwApIZFI0LJlS7X+Dmtra737Q3+SPl+fPl8bwOvTZfp8bQCvT5c15rXV9OSnHDtBExERkcFhACIiIiKDwwDUyMzMzLBo0SKYmZlpuhS10Ofr0+drA3h9ukyfrw3g9ekybb42doImIiIig8MnQERERGRwGICIiIjI4DAAERERkcFhACIiIiKDwwCkBitXrkSrVq1gbm6OoKAgREZGVrv/9u3b4ePjA3Nzc3To0AH79u1rpErrZsmSJQgMDISVlRXs7e0xatQoxMTEVHvMhg0bIAhChR9zc/NGqrj2Pv7440p1+vj4VHuMrtw3AGjVqlWl6xMEAaGhoUr31/b7dvz4cYSEhMDZ2RmCIGDnzp0V3hdFER999BGcnJzQpEkTDBw4ELdv367xvHX97KpDdddWUlKC+fPno0OHDrC0tISzszMmTpyIBw8eVHvO+vx9q0tN9+6VV16pVGtwcHCN59WGewfUfH3KPoeCIGDZsmVVnlNb7l9tvgMKCwsRGhqK5s2bo2nTpnj++eeRmppa7Xnr+3ltKAYgFdu2bRvmzp2LRYsW4eLFi/D398eQIUOQlpamdP/Tp09j3LhxmDx5Mi5duoRRo0Zh1KhRuHbtWiNXXrPw8HCEhobizJkzOHToEEpKSjB48GDk5eVVe5y1tTWSk5MVPwkJCY1Ucd20b9++Qp0nT56scl9dum8AcO7cuQrXdujQIQDAv//97yqP0eb7lpeXB39/f6xcuVLp+0uXLsX//vc/rF69GmfPnoWlpSWGDBmCwsLCKs9Z18+uulR3bfn5+bh48SIWLlyIixcv4o8//kBMTAxGjBhR43nr8vetTjXdOwAIDg6uUOuWLVuqPae23Dug5ut78rqSk5Oxbt06CIKA559/vtrzasP9q813wJw5c7B7925s374d4eHhePDgAcaMGVPteevzeVUJkVSqa9euYmhoqOK1TCYTnZ2dxSVLlijd/4UXXhCHDx9eYVtQUJD4xhtvqLVOVUhLSxMBiOHh4VXus379elEqlTZeUfW0aNEi0d/fv9b76/J9E0VRnDVrlujh4SHK5XKl7+vKfRNFUQQg7tixQ/FaLpeLjo6O4rJlyxTbMjMzRTMzM3HLli1Vnqeun93G8PS1KRMZGSkCEBMSEqrcp65/341F2fVNmjRJHDlyZJ3Oo433ThRrd/9Gjhwp9u/fv9p9tPX+Pf0dkJmZKZqYmIjbt29X7HPjxg0RgBgREaH0HPX9vKoCnwCpUHFxMS5cuICBAwcqtkkkEgwcOBARERFKj4mIiKiwPwAMGTKkyv21SVZWFgDA1ta22v1yc3Ph7u4OV1dXjBw5EtevX2+M8urs9u3bcHZ2Rps2bTB+/HgkJiZWua8u37fi4mL88ssveO2116pd7FdX7tvT4uPjkZKSUuH+SKVSBAUFVXl/6vPZ1RZZWVkQBAE2NjbV7leXv29NCwsLg729Pby9vTFt2jSkp6dXua8u37vU1FTs3bsXkydPrnFfbbx/T38HXLhwASUlJRXuhY+PD9zc3Kq8F/X5vKoKA5AKPXr0CDKZDA4ODhW2Ozg4ICUlRekxKSkpddpfW8jlcsyePRs9evSAn59flft5e3tj3bp12LVrF3755RfI5XI8++yzuH//fiNWW7OgoCBs2LABBw4cwKpVqxAfH49evXohJydH6f66et8AYOfOncjMzMQrr7xS5T66ct+UKb8Hdbk/9fnsaoPCwkLMnz8f48aNq3ahybr+fWtScHAwNm3ahCNHjuDLL79EeHg4hg4dCplMpnR/Xb13ALBx40ZYWVnV2ESkjfdP2XdASkoKTE1NK4Xxmr4Dy/ep7TGqwtXgqV5CQ0Nx7dq1Gtuhu3fvju7duyteP/vss/D19cUPP/yATz/9VN1l1trQoUMV/7tjx44ICgqCu7s7fvvtt1r915kuWbt2LYYOHQpnZ+cq99GV+2bISkpK8MILL0AURaxatarafXXp7/vFF19U/O8OHTqgY8eO8PDwQFhYGAYMGKDBylRv3bp1GD9+fI0DDLTx/tX2O0Cb8QmQCtnZ2cHIyKhSj/fU1FQ4OjoqPcbR0bFO+2uDGTNmYM+ePTh27BhatmxZp2NNTEzQuXNnxMbGqqk61bCxsYGXl1eVderifQOAhIQEHD58GFOmTKnTcbpy3wAo7kFd7k99PruaVB5+EhIScOjQoWqf/ihT09+3NmnTpg3s7OyqrFXX7l25EydOICYmps6fRUDz96+q7wBHR0cUFxcjMzOzwv41fQeW71PbY1SFAUiFTE1NERAQgCNHjii2yeVyHDlypMJ/TT+pe/fuFfYHgEOHDlW5vyaJoogZM2Zgx44dOHr0KFq3bl3nc8hkMly9ehVOTk5qqFB1cnNzERcXV2WdunTfnrR+/XrY29tj+PDhdTpOV+4bALRu3RqOjo4V7k92djbOnj1b5f2pz2dXU8rDz+3bt3H48GE0b968zueo6e9bm9y/fx/p6elV1qpL9+5Ja9euRUBAAPz9/et8rKbuX03fAQEBATAxMalwL2JiYpCYmFjlvajP51Vl1NrF2gBt3bpVNDMzEzds2CBGR0eLU6dOFW1sbMSUlBRRFEXx5ZdfFt977z3F/qdOnRKNjY3Fr776Srxx44a4aNEi0cTERLx69aqmLqFK06ZNE6VSqRgWFiYmJycrfvLz8xX7PH19ixcvFv/66y8xLi5OvHDhgvjiiy+K5ubm4vXr1zVxCVV6++23xbCwMDE+Pl48deqUOHDgQNHOzk5MS0sTRVG371s5mUwmurm5ifPnz6/0nq7dt5ycHPHSpUvipUuXRADi8uXLxUuXLilGQn3xxReijY2NuGvXLvHKlSviyJEjxdatW4sFBQWKc/Tv319csWKF4nVNn11tuLbi4mJxxIgRYsuWLcWoqKgKn8OioqIqr62mv29tub6cnBzxnXfeESMiIsT4+Hjx8OHDYpcuXURPT0+xsLCwyuvTlntX0/WVy8rKEi0sLMRVq1YpPYe23r/afAe8+eabopubm3j06FHx/PnzYvfu3cXu3btXOI+3t7f4xx9/KF7X5vOqDgxAarBixQrRzc1NNDU1Fbt27SqeOXNG8V6fPn3ESZMmVdj/t99+E728vERTU1Oxffv24t69exu54toBoPRn/fr1in2evr7Zs2cr/i0cHBzEYcOGiRcvXmz84mswduxY0cnJSTQ1NRVdXFzEsWPHirGxsYr3dfm+lfvrr79EAGJMTEyl93Ttvh07dkzp32L5NcjlcnHhwoWig4ODaGZmJg4YMKDSdbu7u4uLFi2qsK26z25jqe7a4uPjq/wcHjt2THGOp6+tpr/vxlTd9eXn54uDBw8WW7RoIZqYmIju7u7i66+/XinIaOu9E8Wa/zZFURR/+OEHsUmTJmJmZqbSc2jr/avNd0BBQYE4ffp0sVmzZqKFhYU4evRoMTk5udJ5njymNp9XdRAeF0NERERkMNgHiIiIiAwOAxAREREZHAYgIiIiMjgMQERERGRwGICIiIjI4DAAERERkcFhACIiIiKDwwBEREREBocBiIg0olWrVvjmm280XUaj6du3L2bPnq3pMojoMQYgIjJ4W7ZsgZGREUJDQzVdChE1EgYgIjJ4a9euxbvvvostW7agsLBQ0+UQUSNgACIitejbty9mzJiBGTNmQCqVws7ODgsXLsSTyw/m5+fjtddeg5WVFdzc3PDjjz9WOMf8+fPh5eUFCwsLtGnTBgsXLkRJSYni/cuXL6Nfv36wsrKCtbU1AgICcP78ecX7J0+eRK9evdCkSRO4urpi5syZyMvLq/A74uPjcfr0abz33nvw8vLCH3/8UeH9DRs2wMbGBn/99Rd8fX3RtGlTBAcHIzk5WbFPaWkpZs6cCRsbGzRv3hzz58/HpEmTMGrUqCr/fYqKivDOO+/AxcUFlpaWCAoKQlhYWF3+iYmoARiAiEhtNm7cCGNjY0RGRuLbb7/F8uXL8dNPPyne//rrr/HMM8/g0qVLmD59OqZNm4aYmBjF+1ZWVtiwYQOio6Px7bffYs2aNfjvf/+reH/8+PFo2bIlzp07hwsXLuC9996DiYkJACAuLg7BwcF4/vnnceXKFWzbtg0nT57EjBkzKtS4fv16DB8+HFKpFBMmTMDatWsrXUd+fj6++uor/Pzzzzh+/DgSExPxzjvvKN7/8ssv8euvv2L9+vU4deoUsrOzsXPnzmr/bWbMmIGIiAhs3boVV65cwb///W8EBwfj9u3bdfo3JqJ6Uvt680RkkPr06SP6+vqKcrlcsW3+/Pmir6+vKIqi6O7uLk6YMEHxnlwuF+3t7cVVq1ZVec5ly5aJAQEBitdWVlbihg0blO47efJkcerUqRW2nThxQpRIJGJBQYEoiqIok8lEV1dXcefOnaIoiuLDhw9FU1NT8c6dO4pj1q9fLwIQY2NjFdtWrlwpOjg4KF47ODiIy5YtU7wuLS0V3dzcxJEjR1b495g1a5YoiqKYkJAgGhkZiUlJSRXqGzBggPj+++9Xef1EpDp8AkREatOtWzcIgqB43b17d9y+fRsymQwA0LFjR8V7giDA0dERaWlpim3btm1Djx494OjoiKZNm2LBggVITExUvD937lxMmTIFAwcOxBdffIG4uDjFe5cvX8aGDRvQtGlTxc+QIUMgl8sRHx8PADh06BDy8vIwbNgwAICdnR0GDRqEdevWVbgOCwsLeHh4KF47OTkp6szKykJqaiq6du2qeN/IyAgBAQFV/rtcvXoVMpkMXl5eFeoLDw+vcA1EpD7Gmi6AiAxXeXNVOUEQIJfLAQAREREYP348Fi9ejCFDhkAqlWLr1q34+uuvFft//PHHeOmll7B3717s378fixYtwtatWzF69Gjk5ubijTfewMyZMyv9Xjc3NwBlnZ8zMjLQpEkTxXtyuRxXrlzB4sWLIZFIqqxTfKIvU13l5ubCyMgIFy5cgJGRUYX3mjZtWu/zElHtMQARkdqcPXu2wuszZ87A09Oz0pe+MqdPn4a7uzs+/PBDxbaEhIRK+3l5ecHLywtz5szBuHHjsH79eowePRpdunRBdHQ02rZtq/T86enp2LVrF7Zu3Yr27dsrtstkMvTs2RMHDx5EcHBwjXVKpVI4ODjg3Llz6N27t+IcFy9eRKdOnZQe07lzZ8hkMqSlpaFXr141/g4iUj0GICJSm8TERMydOxdvvPEGLl68iBUrVlR4glMdT09PJCYmYuvWrQgMDMTevXuxY8cOxfsFBQWYN28e/vWvf6F169a4f/8+zp07h+effx5A2Qiybt26YcaMGZgyZQosLS0RHR2NQ4cO4bvvvsPPP/+M5s2b44UXXqjQTAcAw4YNw9q1a2sVgADgrbfewpIlS9C2bVv4+PhgxYoV+Pvvvyudt5yXlxfGjx+PiRMn4uuvv0bnzp3x8OFDHDlyBB07dsTw4cNr9XuJqP4YgIhIbSZOnIiCggJ07doVRkZGmDVrFqZOnVqrY0eMGIE5c+ZgxowZKCoqwvDhw7Fw4UJ8/PHHAMr62aSnp2PixIlITU2FnZ0dxowZg8WLFwMo618UHh6ODz/8EL169YIoivDw8MDYsWMBAOvWrcPo0aOVhpTnn38eL7/8Mh49elSrWufPn4+UlBRMnDgRRkZGmDp1KoYMGVLtk67169fjs88+w9tvv42kpCTY2dmhW7dueO6552r1O4moYQSxIQ3ZRERV6Nu3Lzp16mRQy12Uk8vl8PX1xQsvvIBPP/1U0+UQkRJ8AkRE1EAJCQk4ePAg+vTpg6KiInz33XeIj4/HSy+9pOnSiKgKHAZPRNRAEokEGzZsQGBgIHr06IGrV6/i8OHD8PX11XRpRFQFNoERERGRweETICIiIjI4DEBERERkcBiAiIiIyOAwABEREZHBYQAiIiIig8MARERERAaHAYiIiIgMDgMQERERGZz/B23z1cOc3Jr3AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61524.0 61525.0 22 1 Parameter('H', value=16.288361200866557, unit=mag) Parameter('G12', value=0.5939311559966436, unit=, bounds=[0, 1])\n", + "[0.02324269] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61524\n", + "plots/phase_curve_6098332225018000_61524.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61531.0 61532.0 24 1 Parameter('H', value=16.294345975489787, unit=mag) Parameter('G12', value=0.6239336053202235, unit=, bounds=[0, 1])\n", + "[0.02854251] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61531\n", + "plots/phase_curve_6098332225018000_61531.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61556.0 61557.0 25 1 Parameter('H', value=16.298406598940034, unit=mag) Parameter('G12', value=0.6440682621839584, unit=, bounds=[0, 1])\n", + "[0.04733952] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61556\n", + "plots/phase_curve_6098332225018000_61556.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61558.0 61559.0 26 2 Parameter('H', value=16.29862890399242, unit=mag) Parameter('G12', value=0.642453762457689, unit=, bounds=[0, 1])\n", + "[ 0.02578272 -0.00418953] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_61558\n", + "plots/phase_curve_6098332225018000_61558.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61562.0 61563.0 29 1 Parameter('H', value=16.29820920712351, unit=mag) Parameter('G12', value=0.6341349636817943, unit=, bounds=[0, 1])\n", + "[-0.0190658] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61562\n", + "plots/phase_curve_6098332225018000_61562.png\n" + ] + }, + { + "data": { + "image/png": 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jMi6tzmoiIiICdByAjh49itDQULi6ukIQBOzYsaPcPteuXcOQIUMgk8lgY2ODjh07IiEhodLzpqenY+rUqXBxcYGlpSX8/Pzw559/aukqSJWULPUmRVR3PyIiIk0x0+UPz8nJQUBAAF577TWMGDGi3OexsbHo2rUrJk6ciCVLlsDOzg5Xr16FlZWVynMWFhaiX79+cHR0xG+//YYmTZogPj4eDRo00OKVUEUcbVXfp5rsR0REpCk6DUADBw7EwIEDVX7+/vvvY9CgQVi2bJlym7e3d6XnXLduHdLS0nDy5EmYm5sDAJo2baqReql6OnnZw0VmhaSMfKhqCXORWaGTl32d1kVERKS3fYAUCgX27t0LPz8/DBgwAI6OjggKCqqwmexJu3btQnBwMKZOnQonJye0bt0a//3vfyGXy1UeU1BQgMzMzDIvqj2pRMDiUH8A/476etrc/n6QSlR9SkREpB16G4BSUlKQnZ2NTz75BCEhIdi/fz+GDx+OESNGIDw8XOVxt2/fxm+//Qa5XI4///wTCxcuxIoVK/Dxxx+rPGbp0qWQyWTKl7u7uzYuySSFtHbBqnEd4Cwr28xVOjpszbE4PMwq0EFlRERkyvRmHiBBELB9+3YMGzYMAPDgwQM0adIEY8aMwS+//KLcb8iQIbCxscHmzZsrPI+fnx/y8/MRFxcHqVQKAPj888+xfPlyJCYmVnhMQUEBCgr+/RLOzMyEu7s75wHSILlCRGRcGlKy8uFoawVZPXO8vD4SD7MK0KyxDX6eFAQXWT1dl0lERAasOvMA6bQPUGUcHBxgZmYGf3//MttbtmyJ48ePqzzOxcUF5ubmyvBTekxSUhIKCwthYWFR7hhLS0tYWlpqrngqRyoREOzdqMy2X98IxktrTuH2wxy8sDoCv0x6Fh6NrHVUIRERmRK9bQKzsLBAx44dERMTU2b7jRs34OnpqfK4Ll264NatW1AoFGWOcXFxqTD8kO54Odjg1zeD4dnIGvce5+HF7yJwKyVb12UREZEJ0GkAys7ORlRUFKKiogAAcXFxiIqKUs7zM2/ePGzduhVr1qzBrVu38M0332D37t146623lOeYMGEC3n33XeX7KVOmIC0tDTNmzMCNGzewd+9e/Pe//8XUqVPr9NpIPW4NrbHtjWD4OtZHUmY+Rn0XgWuJmVw8lYiItEqnfYDCwsLQq1evcttffvllbNiwAUDJsPalS5fi3r17aN68OZYsWYKhQ4cq9+3ZsyeaNm2q3B8AIiIiMGvWLERFRaFJkyaYOHEi5s+fX6ZZrDJcC6zupeUUYvza07j6IBPWFlLUM5ciNadQ+TkXTyUioqpwMdRaYgDSjYy8IgxfeQK3H+WU+4yLpxIRUVW4GCoZpPqWZsgpLK7wMy6eSkREmsQARHojMi4NyZmq5wTi4qlERKQpDECkN7h4KhER1RUGINIbXDyViIjqCgMQ6Y3SxVMrWxnM0kyCtm6yOquJiIiMEwMQ6Q11Fk8tKFbg5XWRSM8tVLEHERFR1RiASK+oWjzVRWaFOf39YGdlhrPxj/HC6gg8SM/TUZVERGToOA9QBTgPkO49vXhqJy97SCUCYpKy8PK6SCRl5sNFZoUfX+sEXydbXZdLRER6gBMh1hIDkH67n56HCWtPI/ZhDmytzLB6XCC6+DjouiwiItIxToRIRq1Jg3r47c3OeMazIbLyi/Hyukj8euaurssiIiIDwgBEBqmhjQU2TQrC0HauKFaIeOf3S1i27zoUnCWaiIjUwABEBsvKXIovR7XD9D6+AIBvw2Lx9uYLyC+S67gyIiLSdwxAZNAEQcDsfn5Y8UIAzKUC9l5OxJg1p/AoW/WSGkRERAxAZBRGBrrhp4lBkNUzx4WEdAxbeQI3k7N0XRYREekpBiAyGs82a4Q/3uoMz0bWuPc4DyNWncTxm490XRYREekhBiAyKt6N62P7W13QsWnJCLFX1kdiS2QCgJK5hSJiU7Ez6j4iYlMhZ4dpIiKTxXmAKsB5gAxfQbEc7/x2CTujHgAAerdojOgHmUjK/LdvkIvMCotD/RHS2kVXZRIRkQZpfSLEXbt2VXwyQYCVlRV8fHzg5eVV3dPqDQYg4yCKIv536Ba+OHijws9L1xtbNa4DQxARkRHQegCSSCQQBAFPH1q6TRAEdO3aFTt27EDDhg2re3qdYwAyHnKFiGc+PoDHuUUVfi4AcJZZ4fj83pBKKluHnoiI9J3WZ4I+cOAAOnbsiAMHDiAjIwMZGRk4cOAAgoKCsGfPHhw9ehSpqamYO3dujS6ASFMi49JUhh8AEAEkZuQjMi6t7ooiIiKdM6vJQTNmzMD333+Pzp07K7f16dMHVlZWmDx5Mq5evYovv/wSr732msYKJaqJlKx8je5HRETGoUZPgGJjYyt8tGRnZ4fbt28DAHx9ffHoEYcgk2452lppdD8iIjIONQpAgYGBmDdvHh4+fKjc9vDhQ7zzzjvo2LEjAODmzZtwd3fXTJVENdTJyx4uMitU1rvHTCLAtUHlAYhD6ImIjEuNmsDWrl2LoUOHws3NTRly7t69i2bNmmHnzp0AgOzsbHzwwQeaq5SoBqQSAYtD/TFl03kIKOnz87RihYjh357E12Pao4uPQ7nP911JxJLd0UjM+LeZjEPoiYgMW43nAVIoFNi/fz9u3CgZYty8eXP069cPEonhz63IUWDGR1WIebu3DzZH3sXl+xmQCMCc/s0xpYc3JP+MCNt3JRFTNp0vF5w4hJ6ISP9ofRi8sWMAMk5yhYjIuDSkZOXD0dYKnbzsIZUIyC+SY9HOK/j17D0AQN+WTljxYgDqW5qh66eHy4SmJ3EIPRGRfqnO93eNmsAAICcnB+Hh4UhISEBhYWGZz6ZPn17T0xJpjVQiINi7UbntVuZSLHs+AB08GmLRrqs4eC0ZQ745jik9vFWGH6DsEPqKzktERPqrRgHowoULGDRoEHJzc5GTkwN7e3s8evQI1tbWcHR0ZAAigzS6kwdaucrw5qZziE/NxcKdV9Q6jkPoiYgMT4067MyaNQuhoaF4/Pgx6tWrh1OnTiE+Ph6BgYH47LPPNF0jUZ1p4ybDnre7oodfYxTJ1Wsd5hB6IiLDU6MAFBUVhTlz5kAikUAqlaKgoADu7u5YtmwZ3nvvPU3XSFSnGtpYYN0rHTG9t0+l+wko6Ujdycu+bgojIiKNqVEAMjc3V472cnR0REJCAgBAJpPh7t27mquOSEekEgGz+zfH1F7ele63ONS/4g7Qf/8NDBwIWFsDNjbAoEHA/v1aqpaIiKqrRgGoffv2OHPmDACgR48eWLRoEX7++WfMnDkTrVu31miBRLo0b0ALjOnoVm67AGByd6+Kh8D/3/8BISHAo0fAkiXAhx8CKSnAgAHAJ59ovWYiIqpajYbBnz17FllZWejVqxdSUlIwYcIEnDx5Er6+vli3bh0CAgK0UWud4TB4KqVqHqBSq5+eBygiAujcuST0LFoECP88HRLFkm3/+Q9w6hQQFKTlyomITA/nAaolBiACSuYNqmweIABoaG2Osx/0+7cZbNy4koBz4wbw9KSgcjng6wt06wZs3KjFyomITFN1vr8Nf9pmIi2JjEurNPwAwOPcIszYcgFFckXJhrNngdDQ8uEHAKRS4LnngH+aj4mISHdqFIBSU1MxdepU+Pv7w8HBAfb29mVeRMZA3fl99lxKxAurI3A3LRewsACys1XvnJ1dsg8REelUjSZCHD9+PG7duoWJEyfCyckJgsBlAMj4qDu/j42FFFF30zH4f8ew45nuaPbbz8AXXwD165fdMSsL+P13YOpULVRLRETVUaMAdOzYMRw/ftzgOzsTVaaTlz1cZFZIysivsBN06VpgWyY/ixlbohB1Nx0TLDvgUP46mD3/PKQ//QQ0blyy88OHJf2D5HLgzTfr8jKIiKgCNWoCa9GiBfLy8jRdC5FekUoELA71B/Dv6u+lSt8vDvWHZyMbbHszGJO7N8M9mRNeG/o+8sOOQeHmVjL/z8CBgJtbSefoXbsAD486vQ4iIiqvRqPAzpw5gwULFmDRokVo3bo1zM3Ny3xu6COnOAqMnrTvSiKW7I4u0yHaRWaFxaH+5eYBCr/xEHO3XURxcgpGXz2EMfl34N7QGkLPHsCrrwKNuGgqEZG2aH0Y/M2bNzF27FicP3++zHZRFCEIAuRyeXVPqVcYgOhpcoWIyLg0pGTlw9G2ZPmLCmeABpCaXYB3fruEQ9dTAADd/Rrjs+fbwtGOa4YREWmT1gNQp06dYGZmhhkzZlTYCbpHjx7VPaVeYQCi2hJFEZtOJ+DjPdEoKFbA3sYCy0a2RV9/J12XRkRktLQegKytrXHhwgU0b968xkXqMwYg0pSbyVmYviUK1xIzAQDjnvXA+4P8Uc9CquPKiIiMj9YnQnzmmWe46CmRGnydbLFjamdM6uoFANh0KgGh3xzH1QcZOq6MiMi01egJ0LZt2/Dhhx9i3rx5aNOmTblO0G3bttVYgbrAJ0CkDUdvPMScbRfxMKsA5lIBs/r54Y3u3ir7EhERUfVovQlMUsE0/4IgsBM0URXScgqx4PdL2B+dDAAI9GyIFS8EoKmDTZXHVqcjNhGRKdJ6AIqPj6/0c09Pz+qeUq8wAJE2iaKI38/fx5JdV5FVUIx65lK8P7glXgryUDmrenWG4hMRmSq9WQ1+8ODB+OGHH+DiYlj/gWYAorpw73Eu5m27hIjbqQBKhssvG9kWzrKyw+X3XUnElE3ny81GXRqVVo3rwBBERAQ9Wg3+6NGjnDGaSAW3htb4eVIQFj3nD0szCY7eeIgBXx7FrosPlPvIFSKW7I6ucCmO0m1LdkdDrtDav2OIiIySVgMQEVVOIhHwWlcv7J3eFW3dZMjIK8L0zRcw7ZfzSM8tRGRcWplmr6eJABIz8hEZl1Z3RRMRGQEGICI94ONoi9+ndMbMvr6QSgTsuZSIfl8cxeHryWodn5KlOiQREVF5DEBEesJcKsHMvn7Y/lZneDe2wcOsAqw5FqfWsY62XGaDiKg6GICI9ExbtwbYO70b3ujRDOqMcm9kY4FAz4baL4yIyIgwABHpIStzKd4d2BK/TekMZzvLSvdNzSlE92VH8NXBm9gZdR8RsansFE1EVAUzbZ78vffeg729vTZ/BJFR6+DREGHzemH65gvKyRMrkpSZjy8O3lC+5xxBRESVU3seoF27dql90iFDhtS4IH3AeYBIH0XGpWL096egzsMdzhFERKaoOt/faj8BGjZsWJn3pUtfPPm+lLpLYRw9ehTLly/HuXPnkJiYiO3bt5f7OdeuXcP8+fMRHh6O4uJi+Pv74/fff4eHh4fK83755ZdYtWoVEhIS4ODggOeffx5Lly6FlRU7ipLhkiugVvgBSobHCyiZI6ifvzOXzCAieorafYAUCoXytX//frRr1w5//fUX0tPTkZ6ejj///BMdOnTAvn371P7hOTk5CAgIwMqVKyv8PDY2Fl27dkWLFi0QFhaGS5cuYeHChZUGmV9++QULFizA4sWLce3aNaxduxZbt27Fe++9p3ZdRPqoukPdOUcQEZFqNeoDNHPmTKxevRpdu3ZVbhswYACsra0xefJkXLt2Ta3zDBw4EAMHDlT5+fvvv49BgwZh2bJlym3e3t6VnvPkyZPo0qULxo4dCwBo2rQpxowZg9OnT6s8pqCgAAUFBcr3mZmZatVPVJdqOtSdcwQREZVXo1FgsbGxaNCgQbntMpkMd+7cqWVJJRQKBfbu3Qs/Pz8MGDAAjo6OCAoKwo4dOyo9rnPnzjh37hwiIyMBALdv38aff/6JQYMGqTxm6dKlkMlkype7u7tGroFIkzp52cNFZoXqNmZxjiAiovJqFIA6duyI2bNnIzn531EpycnJmDdvHjp16qSRwlJSUpCdnY1PPvkEISEh2L9/P4YPH44RI0YgPDxc5XFjx47Ff/7zH3Tt2hXm5ubw9vZGz549K20Ce/fdd5GRkaF83b17VyPXQKRJUomAhYP9K1wXTBVnO0t08uJITCKip9UoAK1btw6JiYnw8PCAj48PfHx84OHhgfv372Pt2rUaKUyhUAAAhg4dilmzZqFdu3ZYsGABnnvuOaxevVrlcWFhYfjvf/+Lb7/9FufPn8cff/yBvXv34qOPPlJ5jKWlJezs7Mq8iPTNviuJ+GhvdLWOqW9ljvjUHC1VRERkuGrUB8jHxweXLl3CgQMHcP36dQBAy5Yt0bdv3zKjwWrDwcEBZmZm8Pf3L7O9ZcuWOH78uMrjFi5ciPHjx2PSpEkAgDZt2iAnJweTJ0/G+++/D4mEcz+S4dl3JRFTNp1X+fRHVs8MGXnFyvd2VmYoKFbgVko2Bn51DDP6+uL1bs1gLuXffyIioBYTIQqCgP79+6N79+6wtLTUWPApZWFhgY4dOyImJqbM9hs3bsDT01Plcbm5ueVCjlQqBQCoOeURkV6RK0Qs2R2tMvwIAKwtzDCtlw/uPs6Dp701xgc3RXJmPt7bfhnHbj7Csn0x2H0xEZ+ObIO2bg3qsHoiIv1Uo38OKhQKfPTRR2jSpAnq16+PuLiSBRsXLlxYrSaw7OxsREVFISoqCgAQFxeHqKgoJCQkAADmzZuHrVu3Ys2aNbh16xa++eYb7N69G2+99ZbyHBMmTMC7776rfB8aGopVq1Zhy5YtiIuLw4EDB7Bw4UKEhoYqgxCRIYmMS0NihuqRXKXD3f/vz+v4MSIeH+29hh7Lj+Dqgwz8+FonfPZCABpYm+NaYiaGrTyBj/dEI7ewWOX5iIhMQY0C0Mcff4wNGzZg2bJlsLCwUG5v3bo1fvjhB7XPc/bsWbRv3x7t27cHAMyePRvt27fHokWLAADDhw/H6tWrsWzZMrRp0wY//PADfv/99zLD7xMSEpCYmKh8/8EHH2DOnDn44IMP4O/vj4kTJ2LAgAH47rvvanKpRDpXk2HsSRn5mLLpPP6+moTnA91wcHYPDAlwhUIEfjgeh/5fHMXRGw9rVI9cISIiNpXrjhGRQVN7KYwn+fj44LvvvkOfPn1ga2uLixcvolmzZrh+/TqCg4Px+PFjbdRaZ7gUBumTiNhUjFlzqtrHCQCcZVY4Pr+3cibow9eT8cH2K3jwzxOlER2aYOFgfzS0sajkTP/adyURS3ZHl3kixXXHiEhfVOf7u0ZPgO7fvw8fH59y2xUKBYqKimpySiJSoabz/1Q0E3TvFk7YP7sHXuncFIIA/HH+Pvp8Ho6dUfer7CNX2hH76ea40qdN+64kqjiSiEj/1CgA+fv749ixY+W2//bbb8rmLCLSDKlEwOLQktGQNRlq8HQTWn1LM3w4pBV+n9IZfk71kZZTiBlbovDK+jO4m5Zb4Tkq64hdum3J7mg2hxGRwahRAFq0aBGmTZuGTz/9FAqFAn/88Qdef/11/N///Z+y/w4RaU5IaxesGtcBzrLqz+qsaiboDh4NseftbpjTzw8WUgnCbzxE/y+O4vujsSiWK8rsq25HbK47RkSGokZ9gADg2LFj+M9//oOLFy8iOzsbHTp0wKJFi9C/f39N11jn2AeI9JVcISIyLg0pWflwqG+JOb9GITmzoMInMxX1AVIl9mE23vvjMk7/E2CaNrLGyEA3PONpj05e9thz6QFmbImqsr6vRrfD0HZNqn9hREQaUJ3v7xoHIGPGAESGorRfDoAyIag07qwa10HtzsmiKGLRzivYdDoBT/5XwcnOEmM7eeCLgzerPMfm159FsHcjNasnItIsrXeCPnPmTIWrq58+fRpnz56tySmJqAZUNY05y6yqFX4A4O+rSdh0qmz4AYDkzAJ8cfAmGlibq+yDJKBkNBjXHSMiQ1GjmaCnTp2Kd955B0FBQWW2379/H59++mmF4YiItCOktQv6+Tsrm8YcbUuCSFXNXk+qarZpAMgpKIaIkrBT0dOmxaH+1fqZRES6VKMAFB0djQ4dOpTb3r59e0RHV2+xRiKqPalEqFXTU1WdnAGgSC7C0kwCSzMJMvP/nUnamfMAEZEBqlEAsrS0RHJyMpo1a1Zme2JiIszMary8GBHpiLqzTRcUK1BQrICvY30M79AE7d0bVvtpExGRPqhRH6D+/fvj3XffRUZGhnJbeno63nvvPfTr109jxRFR3VA1VP5pLwc3RX1LM9xMycaK/TcQFpOCgmK5lqsjItK8Go0Cu3//Prp3747U1FTlxIdRUVFwcnLCgQMH4O7urvFC6xJHgZGxe3I4vaOtFQI9G6LH8iNIysivckj9w6wCLNl9FX9dSQIANGlQD/8Z2gp9WjrV6TUQET2tTobB5+Tk4Oeff8bFixdRr149tG3bFmPGjIG5uXmNitYnDEBkzFSt5zUkwAXfH40DoN6Q+kPXkrFo51XcT88DAAxs7YzFoa1qNFkjEZEmcB6gWmIAImNVOm/Q07/0pSFncncv7LqYqPZip7mFxfjq4E38cDwOcoWI+pZmmNvfD+ODm7JfEBHVOa0HoB9//LHSzydMmFDdU+oVBiAyRnKFiK6fHlY52qu0mSt8Xi+ci39crSH10Q8y8d72y4i6mw4AaNNEhv8b3hpt3Rpo9iKIiCqh9QDUsGHDMu+LioqQm5sLCwsLWFtbIy3NsNcDYgAiYxQRm4oxa05VuV9NZ3NWKET8EpmAT/ddR1Z+MQQBmPCsJ+YMaA47K8NvGici/af1maAfP35c5pWdnY2YmBh07doVmzdvrlHRRKRd6g51V3e/p0kkAsY964nDc3piWDtXiCKwMSIefVaEY/fFB2BrOxHpkxoFoIr4+vrik08+wYwZMzR1SiLSIHWHuqu7nyqNbS3x5ej2+HlSELwcbPAwqwBvb76ACesicedRTq3OTUSkKRoLQABgZmaGBw8eaPKURKQhnbzs4SKzqrP1vLr4OOCvGd0wq68fLMwkOHbzEfp/eRT/O3STcwcRkc7VqA/Qrl27yrwXRRGJiYn45ptv4O7ujr/++ktjBeoC+wCRsdLk6vHVEfcoB4t2XsGxm48AAM0cbPDRsNbo4uOg8Z9FRKZL652gJZKyD44EQUDjxo3Ru3dvrFixAi4uhr0mEAMQGTNV8wBpez0vURSx+1IiPtoTjYdZBQCAIQGu+GBwSzjace4gIqo9zgNUSwxAZOyengm6Ltfzyswvwuf7b+DHiDtQiICtpRnm9PfDuGc9YSbVaKs8EZkYBqBaYgAi0r7L9zLwwY7LuHivZE3BVq52GN3RHXb1zOs8lBGRcdBKAJo9e7baBXz++edq76uPGICI6oZcIWJzZAL+++c15BaW7RhdF81yRGRcqvP9babuSS9cuFDm/fnz51FcXIzmzZsDAG7cuAGpVIrAwMAalExEpkgqEeBQ36Jc+AGAxIx8vLnpPFZrqWM2EZk2tQPQkSNHlP//888/h62tLTZu3KicFfrx48d49dVX0a1bN81XSURGSa4QsWR3dKX7fLDjCvr5O1fYHKbLvkxEZNhq1AeoSZMm2L9/P1q1alVm+5UrV9C/f3+DnwuITWBEdUPd5TkGtnbGsufbwvaJJTV0NZqNiPSX1pfCyMzMxMOHD8ttf/jwIbKysmpySiIyQeouu/HXlST0WRGOnVH3IYqicj6jpxd2TcrIx5RN57HvSqI2yiUiI6J2E9iThg8fjldffRUrVqxAp06dAACnT5/GvHnzMGLECI0WSETGS91lN5ztrJCUmY8ZW6KwJfIubqZkoaJH1yJKJnVcsjtaZbMZERFQwydAq1evxsCBAzF27Fh4enrC09MTY8eORUhICL799ltN10hERkrd5TkOz+2BOf38YGkmQcTtVDzKLlR5ThElHagj49K0UTIRGYlazQOUk5OD2NhYAIC3tzdsbGw0VpgusQ8QUd2pzvIcd9NyMWXTOVx5kFnleb8a3Q5D2zXRcLVEpM+03geoVGJiIhITE+Hr6wsbGxtwTkUiqq6Q1i5YNa4DnGVlm8OcZVbl1iZzt7fG+4P91TpvbVe1JyLjVqM+QKmpqXjxxRdx5MgRCIKAmzdvolmzZpg4cSIaNmyIFStWaLpOIjJiIa1d0M/fWa0h7aXNZk93gH6SJle1JyLjVKMnQLNmzYK5uTkSEhJgbW2t3D5q1Cjs27dPY8URkemQSgQEezfC0HZNEOzdSGUHZqlEwOJQfwiAyr5DoQEuYP9nIqpMjQLQ/v378emnn8LNza3Mdl9fX8THx2ukMCIiVVQ1m0mFktTz/dE4TFgXidiH2booj4gMQI2awHJycso8+SmVlpYGS0vLWhdFRFSViprN2rrJ8N3R21gdHotjNx8h5MujmNStGd7u7QNrixr9546IjFSNngB169YNP/74o/K9IAhQKBRYtmwZevXqpbHiiIgq82SzWScve1y6lwHvxjZYNrItejZvjCK5iFVhseizIhx7LyVyoAYRKdVoGPzVq1fRu3dvdOjQAYcPH8aQIUNw9epVpKWl4cSJE/D29tZGrXWGw+CJDEtFy2I421liePsm2H0pEfce5wEAOns3wpIhreDrZKurUolIi6rz/V3tAFRUVISQkBAsXboUBw4cwMWLF5GdnY0OHTpg6tSpcHEx/DV4GICIDEfpPEJP/4estA/0V6Pb4fajHKwKi0VBsQJmEgGvdG6KGX19y6wtRkSGT6sBCAAaN26MkydPwtfXt8ZF6jMGICLDIFeI6PrpYZVD4gWUzCd0fH5vPEjPw0d7orE/OhkA0NjWEu8ObIHh7ZtAEDhkjMgYaH0ixHHjxmHt2rU1Ko6ISFMi49IqnQ/oyWUx3O2t8f2EZ7Dh1Y7wcrDBw6wCzP71Il5YHYGrDzLqrmgi0gs1GhZRXFyMdevW4eDBgwgMDCy3BMbnn3+ukeKIiCqj7mryT+7Xs7kjgr0bYe3xOHx96BbOxj9G6NfH8VKQJ+b090MDawttlUtEeqRGAejKlSvo0KEDAODGjRtlPuOjZCKqK+oud/H0fpZmUrzV0wfD2jXBf/+8hj2XEvHTqXjsufQAcwc0x+iOHlxJnsjI1WoxVGPFPkBEhqG0D1BSRn65TtBA2T5AlQWak7GP8OGuq7iRXDJxYusmdlgypBUCPbmcBpEhqbPFUImIdKl0WQyg/LIYpe8Xh/pX+TSns7cD9k7vhsWh/rC1MsOV+5kYuSoCs7ZGISVTvWY2IjIsfAJUAT4BIjIsFc0D5CKzwuJQ/zKryavjUXYBlu+Lwa/n7kIUARsLKab38cWrXbxgYcZ/MxLpM60Pgzd2DEBEhkeuENVaTV5dF++mY9Guq7h4Nx0A0KyxDRaHtkIPv8YaqpiINI0BqJYYgIgIABQKEb+fv4dP913Ho+xCAEDflk5Y+FxLeDayqeJoIqprDEC1xABERE/KzC/CVwdvYuPJOyhWiLCQSjCpmxem9vKBjSUXWSXSFwxAtcQAREQVuZWShSW7o3Hs5iMAgJOdJd4b1BJDAlw5BQiRHmAAqiUGICJSRRRFHIhOxkd7o3E3rWSR1Wc8G+LDIa3QuolMx9URmTYGoFpiACKiquQXybH2eBy+OXwLeUVyCAIwuqMH5vb3Q6P6lrouj8gkMQDVEgMQEakrMSMPS/+8jl0XHwAA7KzMMLOvH8YHe8JcymHzRHWJAaiWGICIqLoi49Lw4a6riE7MBAD4ONbHouf80Z3D5onqDANQLTEAEVFNyBUitp65i8/2xyAt599h8x8MbommDhw2T6RtDEC1xABERLWRkVcybP7HiJJh8+ZSAa919cLbvX1Rn8PmibTGoNYCO3r0KEJDQ+HqWjKMdMeOHWU+FwShwtfy5csrPe/KlSvRtGlTWFlZISgoCJGRkVq8CiKif8nqmWNRqD/2zeyG7n6NUSQX8V34bfT6LAzbzt6FQsF/dxLpms4DUE5ODgICArBy5coKP09MTCzzWrduHQRBwMiRI1Wec+vWrZg9ezYWL16M8+fPIyAgAAMGDEBKSoq2LoOIqBwfR1tsfLUj1r78DJo2ssbDrALM++0Shn97AufiH+u6PCKTpldNYIIgYPv27Rg2bJjKfYYNG4asrCwcOnRI5T5BQUHo2LEjvvnmGwCAQqGAu7s73n77bSxYsKDKOtgERkSaVlAsx4YTd/D14VvILigGAAxr54r5A1vARVZPx9URGQeDagKrjuTkZOzduxcTJ05UuU9hYSHOnTuHvn37KrdJJBL07dsXERERFR5TUFCAzMzMMi8iIk2yNJPijR7eODy3B14IdIMgADuiHqD3Z+H436GbyC+S67pEIpNiUAFo48aNsLW1xYgRI1Tu8+jRI8jlcjg5OZXZ7uTkhKSkpAqPWbp0KWQymfLl7u6u0bqJiEo52lph+QsB2DW1K57xbIi8Ijk+P3ADfVaEY8+lB9Cjh/JERs2gAtC6devw0ksvwcrKSqPnfffdd5GRkaF83b17V6PnJyJ6Whs3Gba9GYyvx7SHq8wK99PzMO2XCxj13SlcuZ+h6/KIjJ7BBKBjx44hJiYGkyZNqnQ/BwcHSKVSJCcnl9menJwMZ2fnCo+xtLSEnZ1dmRcRkbYJgoDQAFccmtMTM/v6wspcgsg7aQj95jjm/3YJD7MKdF0ikdEymAC0du1aBAYGIiAgoNL9LCwsEBgYWKaTtEKhwKFDhxAcHKztMomIqq2ehRQz+/rh8JyeGBLgClEEtp69i16fhWF1eCwKitk/iEjTdB6AsrOzERUVhaioKABAXFwcoqKikJCQoNwnMzMT27ZtU/n0p0+fPsoRXwAwe/ZsrFmzBhs3bsS1a9cwZcoU5OTk4NVXX9XqtRAR1YZrg3r435j2+H1KMNq6yZBdUIxP/rqOfp8fxb4rSewfRKRBOp+S9OzZs+jVq5fy/ezZswEAL7/8MjZs2AAA2LJlC0RRxJgxYyo8R2xsLB49eqR8P2rUKDx8+BCLFi1CUlIS2rVrh3379pXrGE1EpI8CPe2x460u+OPCfSzbdx0Jabl4c9M5BDdrhIXP+cPflc30RLWlV/MA6QvOA0RE+iKnoBirw2Px/dHbKChWQBCA0R3dMad/czjUt9R1eUR6hWuB1RIDEBHpm3uPc/HJX9ex51IiAMDW0gzTevvglS5NYWkm1XF1RPqBAaiWGICISF+duZOG/+yOxuV/hsp7NrLGuwNbYkArJwiCoOPqiHSLAaiWGICISJ8pFKKyf1DKP0Pln21mjw8G+6N1E5mOqyPSHQagWmIAIiJDUFH/oBcC3TB3QHM42mp2wlgiQ8AAVEsMQERkSO6n5+HTv65j18UHAAAbCyne6uWDiV29YGXO/kFkOhiAaokBiIgM0bn4x/hoTzSi7qYDAJo0qIcFA1vgubYu7B9EJoEBqJYYgIjIUCkUInZdfIBP911HYkY+ACDQsyEWPuePdu4NdFsckZYxANUSAxARGbq8Qjm+P3obq8NjkVdUspTGsHaueCekBVwb1NNxdUTawQBUSwxARGQskjLysfzvGPx+/h4AwNJMgsndm+HNHt6wsdT5YgBEGsUAVEsMQERkbC7fy8BHe6MRGZcGAHC0tcTcAc0xsoMbpBL2DyLjwABUSwxARGSMRFHE31eTsfSva4hPzQUA+LvY4YPnWqKzt4OOqyOqPQagWmIAIiJjVlAsx08R8fjq0E1k5RcDAPr5O+HdgS3QrHF9HVdHVHMMQLXEAEREpiAtpxBfHbyBTacTIFeIMJMIGB/siRl9fNHA2kLX5RFVGwNQLTEAEZEpuZWShaV/Xseh6ykAADsrM0zv44sJwU1hYSbRcXVE6mMAqiUGICIydnKFiMi4NKRk5cPR1gqdvOxx6nYqPt57DdcSMwGULLS6IKQFQlo7cyJFMggMQLXEAERExmzflUQs2R2tnCgRAFxkVlgc6o9+/s74/dw9LN8fg4f/LLTasWlDfDDYHwGcSJH0HANQLTEAEZGx2nclEVM2ncfT/+Evfb6zalwHhLR2QU5BMb47ehvfH41FfpECQMlEivNCWqAJJ1IkPVWd72827hIRmQi5QsSS3dHlwg8A5bYlu6MhV4iwsTTD7H5+ODK3J0Z2cAMA7Ih6gN6fhWHZvuvIyi+qs7qJtIEBiIjIRETGpZVp9nqaCCAxI185WSIAuMjqYcWLAdjzdlc828weBcUKfBsWi57Lw/BTxB0UyRV1UDmR5jEAERGZiJQs1eGnqv1aN5Fh8+vP4ocJz6BZYxuk5hRi4c6rCPnyKA5GJ8OQe1PIFSIiYlOxM+o+ImJTIVcY7rWQ+rgQDBGRiXC0tarVfoIgoK+/E3o0b4wtkQn44uBNxD7MwaQfzyK4WSO8P7glWjeRabJkrausQ3hIaxcdVkbaxidAREQmopOXPVxkVlA1oF1AyZd/Jy/7Ss9jLpVgfHBThM3riSk9vWFhJkHE7VQ89/VxzN4ahQfpeRqvXRtKO4Q/3SyYlJGPKZvOY9+VRB1VRnWBAYiIyERIJQIWh/oDQLkQVPp+cai/2ouj2lmZY35ICxye0wPD2zcBAPxx4T566WFH6aebuQqLFWp3CCfjxGHwFeAweCIyZtpq9rl0Lx0f772m7ERtb2OBmX19MaaTB8yluvv3dkXXa29jjrScqgPa5tefRbB3I22WRxrEeYBqiQGIiIxdRTNBq/vkpzKiKOLgtRQs/fMabj/KAVASrhaF+iOkVd3PKK1q3iN1fTW6HYa2a6LRmkh7qvP9zU7QREQmSCoRtPJkQxAEyBUK5BYWK7cl/tOnxqexDZa/EID2Hg01/nMrUtm8R+pSt+M4GR72ASIiIo0pfeKSlFlQ7rNbD3Mw/NuTmPbLeSSk5mq9lqrmPaqMuh3CyXAxABERkUao+8Rlz6VE9Pk8DB/ticbjnEKt1aPuvEdPq0mHcDI8DEBERKQR6j5xadNEhiK5iLXH49B9+RF8Fx6L/CK5xutRt/nK3saizHtnmZVyTTQyXuwDREREGqHuE5dJ3bzQ0NoC//3zGq4nZWHpX9fxY0Q85vT3w7B2TSDR0FOX0nmPkjLyK3wqJaAk7ITP64Vz8Y/LdAgHgIjYVI13Eif9wQBEREQa4WBjqdZ+jrZWCPZuhC4+Dth+4T5W7I/B/fQ8zP71In44Fof3BrVEV1+HWtdTOu/RlE3nIQBlQlBplFk4uGW58HMgOomzQ5sADoOvAIfBExFVz74rifhwVzSSMlU/BSp94nJ8fu8yT1Pyi+RYf+IOvj1yC1kFJaPHuvs1xrsDW6ClS+3/G6xq3qMhAS7YdTGxzPYG1uZIzy0/P1BptWwa02+cB6iWGICIiNSnzlw76gSItJxCfH34JjadikeRXIQgACPau2FOfz+4NqhXqxqfnvfocU4hpv5SvfmBVAU40h8MQLXEAEREpB65QkTXTw9X2fnZ2c4SHw5ppdbTk/jUHCz7OwZ7L5WsxWVhJsGrXZrirR4+kFmb11nNqnB2aP1Vne9vjgIjIqIaU3fk14oX26nddOTZyAYrx3bAjqldEORlj8JiBb4Lv43uy49gzdHbtR4xVpv5gYCaD68n/cIARERENaZuGHiUXX5ixKq0c2+ALZOfxbpXnoGfU31k5BXh//68hj4rwrH9wj0oarhQaW0DDGeHNg4MQEREVGPqhoGahgZBENC7hRP+mtEdy0a2hbOdFe6n52HW1ot47uvjOHbzYbXPWZsA08DanLNDGwkGICIiqrHSuXZUdQnW1JISUomAFzu648jcnpg3oDlsLc0QnZiJ8WsjMX7taVy5n6GxmivzamcvdoA2EgxARERUY6Vz7QAoFyi0saREPQsppvbyQfg7vfBql6Ywlwo4dvMRnvv6OGZsuaDWGmOV1VyZBtbmmNbbp4aVk77hKLAKcBQYEVH1qJprR9uTB95Ny8WK/THYEfUAAGAuFfBSkCfe7u2DRvUrn5ixopors5pzAOk9DoOvJQYgIqLqe3qunbpcPuLK/Qws+zsGR2+U9Amqb2mGN7o3w8RuXrC2UL3owZM133mUg3Un4pCRV1xmnwbW5vhkRBuGHwPAAFRLDEBERIbpxK1H+OSv67j8T5+gxraWmNHHF6M6usNcqrrXR2WTOQrgDNCGggGolhiAiIgMl0IhYu/lRHy2Pwbx//QJ8nKwwZz+fhjcxgWCUPapVFUTI3IGaMPBiRCJiMhkSSQCQgNccWBWD/xnaCs41LdA3KMcTPvlAoauPIETtx6V2b+qiRFFAIkZ+YiMS9Ny5VSXGICIiMgoWZhJMCG4KcLm9cKsvn6wsZDi0r0MvPTD6TJD59WdGJEzQBsXBiAiIjJq9S3NMKOvL8Lf6YVXOpcdOj/tl/NQKNQ7D2eANi7sA1QB9gEiIjJed9Ny8fmBG9gRdR+iCJhJBFiYSZBbWPEaY+wDZDjYB4iIiEgFd3trfDGqHfa+3Q09mzdGsUKsNPwAmp3MkfQDAxAREZkkf1c7bHi1E36ZFAQfx/oV7uMss+IQeCOlenYoIiIiI1fZbND2NhZ4u7cv+rZ00kFlpG3sA1QB9gEiIjJM1ZmNurLJD5/UrLEN5vZvjoGtncvNIUT6pTrf33wCRERERqE665HJFSKW7I6uNPzYWZlBKhFw+2EO3vr5PNq6yfDOgBbo6uugpSugusQ+QEREZPBKn+Y83ZSVlJGPKZvOY9+VxDLbq5r8EAAy84vx2QsBmN7HF9b/zCE0bu1pjF1zClF30zV9CVTHGICIiMigVfY0p3Tbkt3RkCv+3UPdSQ2zC4oxu58fjv4zh5CFVIKTsakYtvIEJv94FjeSs2p/AaQTDEBERGTQarKUxZ1HOWqdu3TyQ4f6lvhwSCscntsDzwe6QSIA+6OTMeDLo5j9axTupuXW6hqo7jEAERGRQavuUhb7riTii4M3K91XQEn/oU5e9mW2uzW0xmcvBODvmd0R0soZogj8cf4+eq8Iw+KdV/Awq6BG10B1T+cB6OjRowgNDYWrqysEQcCOHTvKfC4IQoWv5cuXqzzn0qVL0bFjR9ja2sLR0RHDhg1DTEyMlq+EiIh0Qd0lKhxtrZTNZeqobPJDXydbrB4fiJ1Tu6CrjwOK5CI2RsSj+7IjWP73dWTkFaldP+mGzgNQTk4OAgICsHLlygo/T0xMLPNat24dBEHAyJEjVZ4zPDwcU6dOxalTp3DgwAEUFRWhf//+yMlR75EnEREZjk5e9nCRWUHVAPUnn+ao0/kZAGb29VNr8sMA9wbYNCkIv0wKQoB7A+QVybHySCy6fXoYK4/cQm5hcfUuhuqMXs0DJAgCtm/fjmHDhqncZ9iwYcjKysKhQ4fUPu/Dhw/h6OiI8PBwdO/evcr9OQ8QEZFhKR0FBqBMZ+jSUFQ6m/POqPuYsSWqyvN9NbodhrZrUq0aRFHE/uhkrNgfgxvJ2QBK+g5N6+WNMUEesDSTVut8VH1GuxZYcnIy9u7di4kTJ1bruIyMDACAvb19hZ8XFBQgMzOzzIuIiAxHSGsXrBrXAc6yss1hTy9lUZ3msuoSBAEDWjnjrxnd8cWoAHjYW+NRdgE+3B2N3p+F49ezd1EsV3PpedI6g5oIcePGjbC1tcWIESPUPkahUGDmzJno0qULWrduXeE+S5cuxZIlSzRVJhER6UBIaxf083eudCbo0uaypIz8CofNl678/nTn5+qQSgQMb++G59q64tezd/G/QzdxPz0P7/x2CavDYzG7nx8GtXaBhIur6pRBNYG1aNEC/fr1w9dff632OadMmYK//voLx48fh5ubW4X7FBQUoKDg3577mZmZcHd3ZxMYEZERUre5TFPyi+T4KSIe34bdwuPcks7R/i52mDvAD72aO3J5DQ0yyiawY8eOISYmBpMmTVL7mGnTpmHPnj04cuSIyvADAJaWlrCzsyvzIiIi46Ruc5mmWJlL8Xr3Zjj6Ti/M6uuH+pZmiE7MxGsbzmLkqpM4GftIoz+P1GMwT4BeeeUVXLlyBWfPnq3yPKIo4u2338b27dsRFhYGX1/fatXBTtBERMavOgunalJaTiG+C4/Fxog7yC8q6RPUxacR5vRvjg4eDbX+842ZQS2Gmp2djVu3binfx8XFISoqCvb29vDw8ABQckHbtm3DihUrKjxHnz59MHz4cEybNg0AMHXqVPzyyy/YuXMnbG1tkZSUBACQyWSoV6+elq+IiIgMgVQiINi7UZ3/XHsbC7w7qCUmdvXCyiO38EtkAk7cSsWJWyfRp4UjZvf3QytXWZ3XZWp0/gQoLCwMvXr1Krf95ZdfxoYNGwAA33//PWbOnInExETIZOX/UjRt2hSvvPIKPvzwQwBQ2Z66fv16vPLKK1XWxCdARERUV+49zsX/Dt3Eb+fuoXS5ssFtXTCrrx98HOvrtjgDU53vb50HIH3EAERERHXt9sNsfHHwJnZffAAAkAjA8PZumNHHFx6NrHVcnWFgAKolBiAiItKVa4mZWLH/Bg5eSwYAmEkEvNjRHdN6+cC1AbtxVIYBqJYYgIiISNei7qZjxf4YHLtZMkrMQirB2CAPvNXLu0YTNZoCBqBaYgAiIiJ9ERmXhs/2xyAyLg0AYGUuwcvBTfFGD2/Y21jouDr9wgBUSwxARESkT0RRxIlbqVhxIAYXEtIBADYWUrzW1QuTujWDrJ65bgvUEwxAtcQARERE+kgURRyJScGK/Tdw9UHJupW2VmZ4vVszvNqlKWytTDsIMQDVEgMQERHpM1EU8ffVJHx+4IZy5fkG1uaY3L0ZXg5uChtLnU/zpxMMQLXEAERERIZArhCx59IDfHXwJm4/ygEANLKxwJSe3ngpyBP1LKQ6rrBuMQDVEgMQEREZkmK5AjujHuCrQzeRkJYLAGhsa4mpPb0xupMHrMxNIwgxANUSAxARERmiIrkCf5y/h/8duoX76XkAABeZFab28sGLz7jDwsxg1kCvEQagWmIAIiIiQ1ZYrMCvZ+/im8O3kJSZDwBo0qAepvX2wfOBbjCXGmcQYgCqJQYgIiIyBvlFcmyJTMC3YbFIySoAALg1rIfpvX0xvEMTowtCDEC1xABERETGJL9Ijp9PJ2BVWCweZZcEIQ97a0zv44th7VxhZiRBiAGolhiAiIjIGOUVyrHpVDxWh8ciNacQAODlYIPpfXwwJKAJpBJBxxXWDgNQLTEAERGRMcstLMaPEfH4/uhtpP0ThJo1tsGMPr54rq2rwQYhBqBaYgAiIiJTkFNQjI0Rd/D90dtIzy0CAHg3tsF0Aw1CDEC1xABERESmJCu/SPlEKCPPcIMQA1AtMQAREZEpysovwsaTd7DmWJwyCPk41sf0Pr4Y3MZF74MQA1AtMQAREZEpy8ovwoYTd7Dm2G1k5hcDAHz/CUKD9DgIMQDVEgMQERERkJlfhI1PBSF9fiLEAFRLDEBERET/yvznidAPTwQhfewjxABUSwxARERE5ZUGobXH/+0j1KyxDab39kVogO6DEANQLTEAERERqVZRZ+lmDjZ4u48PQtvqbmZpBqBaYgAiIiKqWunw+TXH/p1HyMvBBtN6+WCoDpbYYACqJQYgIiIi9WUXFGPjyZI+Qo//CUIe9taY1sunThddZQCqJQYgIiKi6ssuKMZP/zwRKl1iw61hPUzt5YORHdxgYabdIMQAVEsMQERERDWXW1iMn08l4LujsXiUXRKEXGVWmNLLBy8+4wZLM6lWfi4DUC0xABEREdVeXqEcmyMTsDo8FilZBQAAZzsrvNmjGUZ38oCVuWaDEANQLTEAERERaU5+kRxbz9zFqrBYJGXmAwAcbS2xZ3pXONpaaeznVOf720xjP5WIiIioAlbmUrzcuSlGd3LHtrP3sCosFm4N62k0/FQXAxARERHVCUszKcY964kXn3FXdpLWFd3MVEREREQmy8JMAmeZ7p7+AAxAREREZIIYgIiIiMjkMAARERGRyWEAIiIiIpPDAEREREQmhwGIiIiITA4DEBEREZkcBiAiIiIyOQxAREREZHIYgIiIiMjkMAARERGRyWEAIiIiIpPDAEREREQmx0zXBegjURQBAJmZmTquhIiIiNRV+r1d+j1eGQagCmRlZQEA3N3ddVwJERERVVdWVhZkMlml+wiiOjHJxCgUCjx48AC2trYQBEGj587MzIS7uzvu3r0LOzs7jZ5bHxjz9RnztQG8PkNmzNcG8PoMWV1fmyiKyMrKgqurKySSynv58AlQBSQSCdzc3LT6M+zs7IzuL/qTjPn6jPnaAF6fITPmawN4fYasLq+tqic/pdgJmoiIiEwOAxARERGZHAagOmZpaYnFixfD0tJS16VohTFfnzFfG8DrM2TGfG0Ar8+Q6fO1sRM0ERERmRw+ASIiIiKTwwBEREREJocBiIiIiEwOAxARERGZHAYgLVi5ciWaNm0KKysrBAUFITIystL9t23bhhYtWsDKygpt2rTBn3/+WUeVVs/SpUvRsWNH2NrawtHREcOGDUNMTEylx2zYsAGCIJR5WVlZ1VHF6vvwww/L1dmiRYtKjzGU+wYATZs2LXd9giBg6tSpFe6v7/ft6NGjCA0NhaurKwRBwI4dO8p8LooiFi1aBBcXF9SrVw99+/bFzZs3qzxvdX93taGyaysqKsL8+fPRpk0b2NjYwNXVFRMmTMCDBw8qPWdN/n5rS1X37pVXXilXa0hISJXn1Yd7B1R9fRX9HgqCgOXLl6s8p77cP3W+A/Lz8zF16lQ0atQI9evXx8iRI5GcnFzpeWv6+1pbDEAatnXrVsyePRuLFy/G+fPnERAQgAEDBiAlJaXC/U+ePIkxY8Zg4sSJuHDhAoYNG4Zhw4bhypUrdVx51cLDwzF16lScOnUKBw4cQFFREfr374+cnJxKj7Ozs0NiYqLyFR8fX0cVV0+rVq3K1Hn8+HGV+xrSfQOAM2fOlLm2AwcOAABeeOEFlcfo833LyclBQEAAVq5cWeHny5Ytw//+9z+sXr0ap0+fho2NDQYMGID8/HyV56zu7662VHZtubm5OH/+PBYuXIjz58/jjz/+QExMDIYMGVLleavz91ubqrp3ABASElKm1s2bN1d6Tn25d0DV1/fkdSUmJmLdunUQBAEjR46s9Lz6cP/U+Q6YNWsWdu/ejW3btiE8PBwPHjzAiBEjKj1vTX5fNUIkjerUqZM4depU5Xu5XC66urqKS5curXD/F198URw8eHCZbUFBQeIbb7yh1To1ISUlRQQghoeHq9xn/fr1okwmq7uiamjx4sViQECA2vsb8n0TRVGcMWOG6O3tLSoUigo/N5T7JoqiCEDcvn278r1CoRCdnZ3F5cuXK7elp6eLlpaW4ubNm1Wep7q/u3Xh6WurSGRkpAhAjI+PV7lPdf9+15WKru/ll18Whw4dWq3z6OO9E0X17t/QoUPF3r17V7qPvt6/p78D0tPTRXNzc3Hbtm3Kfa5duyYCECMiIio8R01/XzWBT4A0qLCwEOfOnUPfvn2V2yQSCfr27YuIiIgKj4mIiCizPwAMGDBA5f76JCMjAwBgb29f6X7Z2dnw9PSEu7s7hg4diqtXr9ZFedV28+ZNuLq6olmzZnjppZeQkJCgcl9Dvm+FhYXYtGkTXnvttUoX+zWU+/a0uLg4JCUllbk/MpkMQUFBKu9PTX539UVGRgYEQUCDBg0q3a86f791LSwsDI6OjmjevDmmTJmC1NRUlfsa8r1LTk7G3r17MXHixCr31cf79/R3wLlz51BUVFTmXrRo0QIeHh4q70VNfl81hQFIgx49egS5XA4nJ6cy252cnJCUlFThMUlJSdXaX18oFArMnDkTXbp0QevWrVXu17x5c6xbtw47d+7Epk2boFAo0LlzZ9y7d68Oq61aUFAQNmzYgH379mHVqlWIi4tDt27dkJWVVeH+hnrfAGDHjh1IT0/HK6+8onIfQ7lvFSm9B9W5PzX53dUH+fn5mD9/PsaMGVPpQpPV/futSyEhIfjxxx9x6NAhfPrppwgPD8fAgQMhl8sr3N9Q7x0AbNy4Eba2tlU2Eenj/avoOyApKQkWFhblwnhV34Gl+6h7jKZwNXiqkalTp+LKlStVtkMHBwcjODhY+b5z585o2bIlvvvuO3z00UfaLlNtAwcOVP7/tm3bIigoCJ6envj111/V+teZIVm7di0GDhwIV1dXlfsYyn0zZUVFRXjxxRchiiJWrVpV6b6G9Pd79OjRyv/fpk0btG3bFt7e3ggLC0OfPn10WJnmrVu3Di+99FKVAwz08f6p+x2gz/gESIMcHBwglUrL9XhPTk6Gs7Nzhcc4OztXa399MG3aNOzZswdHjhyBm5tbtY41NzdH+/btcevWLS1VpxkNGjSAn5+fyjoN8b4BQHx8PA4ePIhJkyZV6zhDuW8AlPegOvenJr+7ulQafuLj43HgwIFKn/5UpKq/3/qkWbNmcHBwUFmrod27UseOHUNMTEy1fxcB3d8/Vd8Bzs7OKCwsRHp6epn9q/oOLN1H3WM0hQFIgywsLBAYGIhDhw4ptykUChw6dKjMv6afFBwcXGZ/ADhw4IDK/XVJFEVMmzYN27dvx+HDh+Hl5VXtc8jlcly+fBkuLi5aqFBzsrOzERsbq7JOQ7pvT1q/fj0cHR0xePDgah1nKPcNALy8vODs7Fzm/mRmZuL06dMq709Nfnd1pTT83Lx5EwcPHkSjRo2qfY6q/n7rk3v37iE1NVVlrYZ07560du1aBAYGIiAgoNrH6ur+VfUdEBgYCHNz8zL3IiYmBgkJCSrvRU1+XzVGq12sTdCWLVtES0tLccOGDWJ0dLQ4efJksUGDBmJSUpIoiqI4fvx4ccGCBcr9T5w4IZqZmYmfffaZeO3aNXHx4sWiubm5ePnyZV1dgkpTpkwRZTKZGBYWJiYmJipfubm5yn2evr4lS5aIf//9txgbGyueO3dOHD16tGhlZSVevXpVF5eg0pw5c8SwsDAxLi5OPHHihNi3b1/RwcFBTElJEUXRsO9bKblcLnp4eIjz588v95mh3besrCzxwoUL4oULF0QA4ueffy5euHBBORLqk08+ERs0aCDu3LlTvHTpkjh06FDRy8tLzMvLU56jd+/e4tdff618X9Xvrj5cW2FhoThkyBDRzc1NjIqKKvN7WFBQoPLaqvr7rS/Xl5WVJc6dO1eMiIgQ4+LixIMHD4odOnQQfX19xfz8fJXXpy/3rqrrK5WRkSFaW1uLq1atqvAc+nr/1PkOePPNN0UPDw/x8OHD4tmzZ8Xg4GAxODi4zHmaN28u/vHHH8r36vy+agMDkBZ8/fXXooeHh2hhYSF26tRJPHXqlPKzHj16iC+//HKZ/X/99VfRz89PtLCwEFu1aiXu3bu3jitWD4AKX+vXr1fu8/T1zZw5U/ln4eTkJA4aNEg8f/583RdfhVGjRokuLi6ihYWF2KRJE3HUqFHirVu3lJ8b8n0r9ffff4sAxJiYmHKfGdp9O3LkSIV/F0uvQaFQiAsXLhSdnJxES0tLsU+fPuWu29PTU1y8eHGZbZX97taVyq4tLi5O5e/hkSNHlOd4+tqq+vtdlyq7vtzcXLF///5i48aNRXNzc9HT01N8/fXXywUZfb13olj1301RFMXvvvtOrFevnpienl7hOfT1/qnzHZCXlye+9dZbYsOGDUVra2tx+PDhYmJiYrnzPHmMOr+v2iD8UwwRERGRyWAfICIiIjI5DEBERERkchiAiIiIyOQwABEREZHJYQAiIiIik8MARERERCaHAYiIiIhMDgMQERERmRwGICLSiaZNm+LLL7/UdRl1pmfPnpg5c6auyyCifzAAEZHJ27x5M6RSKaZOnarrUoiojjAAEZHJW7t2Ld555x1s3rwZ+fn5ui6HiOoAAxARaUXPnj0xbdo0TJs2DTKZDA4ODli4cCGeXH4wNzcXr732GmxtbeHh4YHvv/++zDnmz58PPz8/WFtbo1mzZli4cCGKioqUn1+8eBG9evWCra0t7OzsEBgYiLNnzyo/P378OLp164Z69erB3d0d06dPR05OTpmfERcXh5MnT2LBggXw8/PDH3/8UebzDRs2oEGDBvj777/RsmVL1K9fHyEhIUhMTFTuU1xcjOnTp6NBgwZo1KgR5s+fj5dffhnDhg1T+edTUFCAuXPnokmTJrCxsUFQUBDCwsKq80dMRLXAAEREWrNx40aYmZkhMjISX331FT7//HP88MMPys9XrFiBZ555BhcuXMBbb72FKVOmICYmRvm5ra0tNmzYgOjoaHz11VdYs2YNvvjiC+XnL730Etzc3HDmzBmcO3cOCxYsgLm5OQAgNjYWISEhGDlyJC5duoStW7fi+PHjmDZtWpka169fj8GDB0Mmk2HcuHFYu3ZtuevIzc3FZ599hp9++glHjx5FQkIC5s6dq/z8008/xc8//4z169fjxIkTyMzMxI4dOyr9s5k2bRoiIiKwZcsWXLp0CS+88AJCQkJw8+bNav0ZE1ENaX29eSIyST169BBbtmwpKhQK5bb58+eLLVu2FEVRFD09PcVx48YpP1MoFKKjo6O4atUqledcvny5GBgYqHxva2srbtiwocJ9J06cKE6ePLnMtmPHjokSiUTMy8sTRVEU5XK56O7uLu7YsUMURVF8+PChaGFhId6+fVt5zPr160UA4q1bt5TbVq5cKTo5OSnfOzk5icuXL1e+Ly4uFj08PMShQ4eW+fOYMWOGKIqiGB8fL0qlUvH+/ftl6uvTp4/47rvvqrx+ItIcPgEiIq159tlnIQiC8n1wcDBu3rwJuVwOAGjbtq3yM0EQ4OzsjJSUFOW2rVu3okuXLnB2dkb9+vXxwQcfICEhQfn57NmzMWnSJPTt2xeffPIJYmNjlZ9dvHgRGzZsQP369ZWvAQMGQKFQIC4uDgBw4MAB5OTkYNCgQQAABwcH9OvXD+vWrStzHdbW1vD29la+d3FxUdaZkZGB5ORkdOrUSfm5VCpFYGCgyj+Xy5cvQy6Xw8/Pr0x94eHhZa6BiLTHTNcFEJHpKm2uKiUIAhQKBQAgIiICL730EpYsWYIBAwZAJpNhy5YtWLFihXL/Dz/8EGPHjsXevXvx119/YfHixdiyZQuGDx+O7OxsvPHGG5g+fXq5n+vh4QGgpPNzWloa6tWrp/xMoVDg0qVLWLJkCSQSico6xSf6MlVXdnY2pFIpzp07B6lUWuaz+vXr1/i8RKQ+BiAi0prTp0+XeX/q1Cn4+vqW+9KvyMmTJ+Hp6Yn3339fuS0+Pr7cfn5+fvDz88OsWbMwZswYrF+/HsOHD0eHDh0QHR0NHx+fCs+fmpqKnTt3YsuWLWjVqpVyu1wuR9euXbF//36EhIRUWadMJoOTkxPOnDmD7t27K89x/vx5tGvXrsJj2rdvD7lcjpSUFHTr1q3Kn0FEmscARERak5CQgNmzZ+ONN97A+fPn8fXXX5d5glMZX19fJCQkYMuWLejYsSP27t2L7du3Kz/Py8vDvHnz8Pzzz8PLywv37t3DmTNnMHLkSAAlI8ieffZZTJs2DZMmTYKNjQ2io6Nx4MABfPPNN/jpp5/QqFEjvPjii2Wa6QBg0KBBWLt2rVoBCADefvttLF26FD4+PmjRogW+/vprPH78uNx5S/n5+eGll17ChAkTsGLFCrRv3x4PHz7EoUOH0LZtWwwePFitn0tENccARERaM2HCBOTl5aFTp06QSqWYMWMGJk+erNaxQ4YMwaxZszBt2jQUFBRg8ODBWLhwIT788EMAJf1sUlNTMWHCBCQnJ8PBwQEjRozAkiVLAJT0LwoPD8f777+Pbt26QRRFeHt7Y9SoUQCAdevWYfjw4RWGlJEjR2L8+PF49OiRWrXOnz8fSUlJmDBhAqRSKSZPnowBAwZU+qRr/fr1+PjjjzFnzhzcv38fDg4OePbZZ/Hcc8+p9TOJqHYEsTYN2UREKvTs2RPt2rUzqeUuSikUCrRs2RIvvvgiPvroI12XQ0QV4BMgIqJaio+Px/79+9GjRw8UFBTgm2++QVxcHMaOHavr0ohIBQ6DJyKqJYlEgg0bNqBjx47o0qULLl++jIMHD6Jly5a6Lo2IVGATGBEREZkcPgEiIiIik8MARERERCaHAYiIiIhMDgMQERERmRwGICIiIjI5DEBERERkchiAiIiIyOQwABEREZHJ+X9ImpuawUSEzQAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61586.0 61587.0 30 1 Parameter('H', value=16.298703027366997, unit=mag) Parameter('G12', value=0.6389995720626995, unit=, bounds=[0, 1])\n", + "[0.01622061] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61586\n", + "plots/phase_curve_6098332225018000_61586.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61589.0 61590.0 32 3 Parameter('H', value=16.299288923884642, unit=mag) Parameter('G12', value=0.6429412933590207, unit=, bounds=[0, 1])\n", + "[ 0.03450856 -0.0295452 -0.03343057] mag\n", + "[False False False]\n", + "save data/outlier_6098332225018000_61589\n", + "plots/phase_curve_6098332225018000_61589.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61610.0 61611.0 35 1 Parameter('H', value=16.299455781352687, unit=mag) Parameter('G12', value=0.6446183223529809, unit=, bounds=[0, 1])\n", + "[-0.00916379] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61610\n", + "plots/phase_curve_6098332225018000_61610.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61616.0 61617.0 37 2 Parameter('H', value=16.298066633754004, unit=mag) Parameter('G12', value=0.6384269617320278, unit=, bounds=[0, 1])\n", + "[-0.00487434 0.04040981] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_61616\n", + "plots/phase_curve_6098332225018000_61616.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61618.0 61619.0 39 1 Parameter('H', value=16.298867276985202, unit=mag) Parameter('G12', value=0.6421207334741011, unit=, bounds=[0, 1])\n", + "[-0.01863271] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61618\n", + "plots/phase_curve_6098332225018000_61618.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61620.0 61621.0 40 1 Parameter('H', value=16.29759970206829, unit=mag) Parameter('G12', value=0.6361420020294433, unit=, bounds=[0, 1])\n", + "[0.06300474] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61620\n", + "plots/phase_curve_6098332225018000_61620.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61641.0 61642.0 41 1 Parameter('H', value=16.29921722898937, unit=mag) Parameter('G12', value=0.6439152028326958, unit=, bounds=[0, 1])\n", + "[0.07679791] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61641\n", + "plots/phase_curve_6098332225018000_61641.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61648.0 61649.0 42 1 Parameter('H', value=16.302586285287173, unit=mag) Parameter('G12', value=0.6613123177764325, unit=, bounds=[0, 1])\n", + "[-0.00869956] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61648\n", + "plots/phase_curve_6098332225018000_61648.png\n" + ] + }, + { + "data": { + "image/png": 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GeYUeV9H2w7XFiIhIE9p8frMPEOldoKczNr7QDQ2d7HD5Ti5e33JR6/ADlE+0CACLd8ZzlBgREekVAxAZRKCnMzbMCENtu/CIANJyinA6OUsvdREREQEMQGRA2YWl0FfDjaYzUxMREWnCpAHo8OHDiIiIgI+PDwRBwPbt26vsc+XKFYwYMQIymQxOTk4ICQlBSkpKtefNzs5GZGQkvL29YW9vj8DAQOzevdtAV0Hq6DO0aDozNRERkSZsTPnNCwoKEBwcjGnTpmHMmDFV3k9KSkKvXr0wffp0LF68GC4uLrh8+TIcHNR/GJaUlGDw4MHw8PDAb7/9hsaNG+PmzZtwdXU14JWQKpqGFmcHG+QXlUFVY5GA8nmHQv3d9FobERFZN5MGoKFDh2Lo0KFq33/rrbcwbNgwLF26VLktICCg2nOuXbsWWVlZOH78OGxtbQEAzZo100u9pJ2K5TTSc4pUhhugfKj7wuFtEPnLeQhApf0enXGa8wEREZE+mW0fIIVCgV27diEwMBBDhgyBh4cHwsLCVD4me9Tvv/+O7t27IzIyEp6enmjXrh0+/PBDyOVytccUFxcjNze30hfVXnXLaVSI7B+AYR18NJpxmoiISF9M2gJUnbt37yI/Px8fffQR3n//fXz88ceIiorCmDFjcPDgQfTt21flcdevX8eBAwcwceJE7N69G9euXcPLL7+M0tJSLFq0SOUxS5YsweLFiw15OVarYjmNxTvjKw2FlwoC5KKIFQeT0D3AHeHtvDE4yEujGaeJiIhqy2wmQhQEAdu2bcOoUaMAAHfu3EHjxo0xYcIE/PLLL8r9RowYAScnJ2zcuFHleQIDA1FUVITk5GRIpVIAwPLly7Fs2TKkpaleZ6q4uBjFxf9bxTw3Nxe+vr6cCFGPHl9Oo6mbI6asPYWkewVo6GSHH6eHoq2PzNRlEhGRBasTEyG6u7vDxsYGQUFBlba3adOm2lFg3t7eCAwMVIafimPS09NRUqJ6gU57e3u4uLhU+iL9kkoEdA9oiJEdG6N7QEM0blAPm1/sjrY+LsgsKMGE707i3M0Hpi6TiIishNkGIDs7O4SEhCAhIaHS9sTERPj5+ak9rmfPnrh27RoUCkWlY7y9vWFnZ6f2ODK+hvXt8cvz3dDVrwFyi8owec0pHLt239RlERGRFTBpAMrPz0dsbCxiY2MBAMnJyYiNjVW28MyfPx+//vorvv/+e1y7dg1ff/01du7ciZdffll5jilTpuDNN99Uvp45cyaysrIwe/ZsJCYmYteuXfjwww8RGRlp1Gsjzcjq2eLH6aHo3dIdhSVyPLf+DPbFZ0CuEHEiKRM7YlNxIimTS2EQEZFembQPUHR0NPr3719l+9SpU7F+/XoA5cPalyxZgtu3b6NVq1ZYvHgxRo4cqdy3X79+aNasmXJ/ADhx4gTmzJmD2NhYNG7cGNOnT8eCBQsqPRarDhdDNb7iMjle+eU89sRnQCIALg62yH5YqnyfK8MTEVFNuBp8LTEAmUaZXIGJq0/hlIp1v7gyPBER1aROdIIm6yMIAm5mFqh8jyvDExGRPjEAkUmo6uNzOjkL6bnFao/hyvBERKQvZjsRItVdUXFpVSZG9JY5YFg7L42O58rwRERUWwxAZFRRcWmYuSGmytpg6TlFWHPshkbn4MrwRERUW3wERkYjV4hYvDNe5cKoFdskgvp1w4DyCRUfXzOMiIhIWwxAZDSnk7MqPfZSRSGWhyF1IUiuEPHUqhOIS83Re31ERGQ9GIDIaDTtuzOtZ7MqrTzeMgd8NKYd2ni74H5+McZ/ewKHE+8ZokwiIrIC7ANERqNp353BQV54a3iQypXhh3XwwUs/ncPxpExMW38GH4/tgLFdmhi4ciIiqmvYAkRGE+rvBm+Zg9rHWwLKW3oqws6ji6dKJeVHuTjYYv1zoRgR7IMyhYjXt1zA8j0J4HyeRESkDQYgMhqpRMCiiCAAVfv4VLxeFBGkDDvq2NlI8Pn4jnipbwAA4MsD1/DqplgUlcr1XDEREdVVDEBkVOHtvLFyUucqfXy8ZA5aLXMhkQh4Y2hrLB3bATYSATsv3MEz35/E/Xz1EykSERFV4FpgKnAtMMOrmPn58T4+ujiedB8v/XQOuUVlaNKgHtY9G4KWns56rpiIiMwdF0OtJQYgy5N0Lx/T1p/BzcxCONvb4JtJndG7ZSNTl0VEREbExVDJ6gQ0qo9tL/dEaDM35BWX4dl1Z/DzqZumLouIiMwUAxDVGW5OdvhpRijGdGoMuULEW9vi8P4fXD2eiIiqYgCiOsXeRopPxwXj9cGBAIDVR5Px4k9nkVdUqnIFeiIisk7sA6QC+wDVDTsv3MHrWy6gpEwBb5kDyuQK3MsvUb7vLXPAooggjUeeERGReWMfICIAEcE+2Pxid8jq2SItp6hS+AHKV6CfuSEGUXFpJqqQiIhMhQGI6rT2jWWwt1H9Y17R9Ll4J/sJERFZG53WAvv9999VbhcEAQ4ODmjRogX8/f1rVRiRPpTPNaR+ckQRQFpOEU4nZ6F7QEPjFUZERCalUwAaNWoUBEGosv5SxTZBENCrVy9s374dDRo00EuhRLrQdAV6TfcjIqK6QadHYHv37kVISAj27t2LnJwc5OTkYO/evQgLC8Mff/yBw4cPIzMzE/PmzdN3vURa0XQFek33IyKiukGnFqDZs2fju+++Q48ePZTbBg4cCAcHB7zwwgu4fPkyPv/8c0ybNk1vhRLpomIF+vScIlTXy+dGZgEfgRERWRGdWoCSkpJUDi9zcXHB9evXAQAtW7bE/fv3a1cdUS1VtwL9o97ceglvbr2E4jLVK8pzDiEiorpFpwDUpUsXzJ8/H/fu3VNuu3fvHv79738jJCQEAHD16lX4+vrqp0qiWlC3Ar23zAHfTOyEuYMDIQjAxtMpeGrVCdx+UFhpv6i4NPT6+AAmfH8SszfFYsL3J9Hr4wMcPk9EZMF0mggxISEBI0eORHJysjLk3Lp1C82bN8eOHTsQGBiI7du3Iy8vD5MnT9Z70YbGiRDrpupWoI9OuIvXfo1FdmEpXB1t8eXTndAnsBGi4tIwc0NMlcdnFa1JKyd15kSKRERmwiirwSsUCuzZsweJiYkAgFatWmHw4MGQSCx/aiEGIOt0K6sQL/8cg0upORAEYPbAlth0OgXpuaqH0QsAvGQOOLpggDJIERGR6RglANVlDEDWq6hUjsU747HxdIrGx2x8vhs7UBMRmQFtPr91GgUGAAUFBTh06BBSUlJQUlJ5iYFXX31V19MSmZSDrRRLxrRH56au+M+2SyiV1/z3AecQIiKyPDoFoPPnz2PYsGEoLCxEQUEB3NzccP/+fTg6OsLDw4MBiCzeU119UaYQ8ebWSzXuyzmEiIgsj04ddubMmYOIiAg8ePAA9erVw8mTJ3Hz5k106dIFn3zyib5rJDKJcV194elir/Z9AeUjyUL93VS+z6HzRETmS6cWoNjYWHz77beQSCSQSqUoLi5G8+bNsXTpUkydOhVjxozRd51ERieVCFg8oi1e2hCj8n0RwKKIIJUdoKPi0rB4ZzzScv73eMxb5oBFEUEcNUZEZAZ0agGytbVVjvby8PBASkp5h1GZTIZbt27przoiM6dqDEHF0PlHww8ApOcUYeaGGM4fRERkBnQKQJ06dcKZM2cAAH379sU777yDn3/+Ga+99hratWun1wKJTEWuELF4Z3y1+8zZfAE5D0urHKPqYVfFtsU74/k4jIjIxHQKQB9++CG8vcub8T/44AM0aNAAM2fOxL179/Ddd9/ptUAiUzmdnFWlFedxRaUKhH9+GJfv5Gh0jAggLacIp5Oz9FkqERFpSac+QF27dlX+fw8PD0RFRemtICJzoenw9rScIoz+5jgWPhkEZ3upXs9NRESGYfnTNhMZiKbD2zs3dUVJmQILt8dh42nN+sBx6DwRkWnpFIAyMzMRGRmJoKAguLu7w83NrdIXUV0Q6u8Gb5mD2lXkK4bBb36xO94e3gY2EgGnkrMgFdQvi1HT0HkiIjIOnR6BTZ48GdeuXcP06dPh6ekJoZr/4BNZKqlEwKKIIMzcEAMBqNSxueInflFEEGykEszo3Rxd/BrglY3ncfvBQ5Xne/QYrh1GRGRaOq0F5uzsjKNHjyI4ONgQNZkc1wKjR2kzp09uUSne2R6H7bF3qpyH8wARERmWwdcCa926NR4+VP1XLlFdE97OG4ODvHA6OQt384rg4Vz+CEtVK46Lgy0+f7oT+rXywNvb45BfXAYHWwlm9GqOOYMD2fJDRGQmdGoBOnPmDN544w288847aNeuHWxtbSu9b+mtJmwBIn1IySzEa7+eR0xKNgBgTOfG+L+R7VDfXuc1iImIqBrafH7r1Ana1dUVubm5GDBgADw8PNCgQQM0aNAArq6uaNCggU5FE9U1TRs6YvOL3fHqwJaQCMDWmFQM++IIzqc8MHVpRERWT6cWoNDQUNjY2GD27NkqO0H37dtXbwWaAluASN/O3MjCa5tikZr9EFKJgNcGtsTMfgGwkXImCiIifdHm81unAOTo6Ijz58+jVatWOhdpzhiAyBByHpbi7e1x2HmhvIN0p6auWD6uI/zdnUxcGRFR3WDwR2Bdu3bloqdEWpLVs8WXT3fEZ+OD4exgg/Mp2Rj2xRH8dPKmykVVHydXiDiRlIkdsak4kZTJ9cSIiGpBpxagLVu24N1338X8+fPRvn37Kp2gO3TooLcCTYEtQGRod7IfYt6WCzielAkA6BvYCEv/1QGeLqpniNZmKD4RkbUy+CMwiaRqw5EgCBBFEYIgQC6Xa3tKs8IARMagUIhYf/wGPo76G8VlCrg62uL9Ue3wZAefSvtFxaVh5oaYKivMV/S8WzmpM0MQERGMEIBu3rxZ7ft+fn7antKsMACRMV3NyMOczbGIS80FAIzs6IP/G9EOMkdbyBUien18QO0K8wIAL5kDji4YwDmGiMjqGXwiRE0DzvDhw7F69Wp4e/OvUyJ1Wno6Y+vMnvjqwFWsOHgNO2Lv4NT1LHzyVDCkEkFt+AHKl+dIyynC6eQsdA9oaLyiiYgsnEFnZDt8+DBnjCbSgJ2NBK8/0Qr9W3tg7q+xuJFZiElrTqFnC81Czd089SGJiIiq4iQkRGakc9MG2D27NyZ3K29lPXYtU6PjPJxVd54mIiLVGICIzIyjnQ3eG9UOP88Ig49rzcGmoZMduvhxBnYiIm0wABGZqZ4t3PHXa33Qu4V7tftlFpSgz9KD+GLfVc4RRESkIa7KSGTGnB1s8dOMMHy6JwErDl6DulyTnluEz/YlKl9zjiAiouqxBYjIArz+RCuceWsQ7Gw0G+qenlOEmRtiEBWXZuDKiIgsk0ED0H/+8x+4ubmpff/w4cOIiIiAj48PBEHA9u3bq+xz5coVjBgxAjKZDE5OTggJCUFKSkq13/fzzz9Hq1atUK9ePfj6+mLOnDkoKuIoGbJsiRn5KCnT7NFWxV6Ld8bzcRgRkQoaPwL7/fffNT7piBEjAABvvvlmtfsVFBQgODgY06ZNw5gxY6q8n5SUhF69emH69OlYvHgxXFxccPnyZTg4qO8Y+ssvv+CNN97A2rVr0aNHDyQmJuLZZ5+FIAhYvny5xtdAZG60HerOOYKIiNTTOACNGjWq0uuKpS8efV1B06Uwhg4diqFDh6p9/6233sKwYcOwdOlS5baAgIBqz3n8+HH07NkTzzzzDACgWbNmmDBhAk6dOqX2mOLiYhQXFytf5+bmalQ/kTHpOtSdcwQREVWl8SMwhUKh/NqzZw86duyIP//8E9nZ2cjOzsbu3bvRuXNnREVF6aUwhUKBXbt2ITAwEEOGDIGHhwfCwsJUPiZ7VI8ePXDu3DmcPn0aAHD9+nXs3r0bw4YNU3vMkiVLIJPJlF++vr56uQYifQr1d4O3zAHaLnjBOYKIiKrSaS2wdu3aYdWqVejVq1el7UeOHMELL7yAK1euaF+IIGDbtm3Klqb09HR4e3vD0dER77//Pvr374+oqCj85z//wcGDB9G3b1+15/ryyy8xb948iKKIsrIyvPTSS1i5cqXa/VW1APn6+nItMDI7uy+m4eVfYjTe39PFHsffGMh1wojIKmizFphOnaCTkpLg6upaZbtMJsONGzd0OWUVCoUCADBy5EjMmTMHHTt2xBtvvIEnn3wSq1atUntcdHQ0PvzwQ3zzzTeIiYnB1q1bsWvXLrz33ntqj7G3t4eLi0ulLyJzExWXhvd2xWt1THGZAocS7xqoIiIiy6VTAAoJCcHcuXORkZGh3JaRkYH58+cjNDRUL4W5u7vDxsYGQUFBlba3adOm2lFgCxcuxOTJkzFjxgy0b98eo0ePxocffoglS5YoQxWRpYmKS8PMDTFqF0aV1avcnc/NyQ6NnO2RXViKaevP4rVN55FVUGKMUomILIJOEyGuXbsWo0ePRtOmTZX9ZW7duoWWLVvW2EdHU3Z2dggJCUFCQkKl7YmJidWuRl9YWAiJpHKuk0qlAAAdnvYRmZxcIWLxznio++kVUL58xqz+LXDrwUP4uTlicvdmkCtEfLonAWuPJWN77B0cvnof745oi4gO3pUGLRARWSOdAlCLFi1w8eJF7N27F3///TeA8paZQYMGafUf1vz8fFy7dk35Ojk5GbGxsXBzc0PTpk0xf/58jB8/Hn369FH2Adq5cyeio6OVx0yZMgWNGzfGkiVLAAARERFYvnw5OnXqhLCwMFy7dg0LFy5ERESEMggRWZLTyVlqW36A/w13/2D338ptq48mY1FEEN5+MghPBvtgwW8XkZCRh1c3nsfvsal4b1Q7eMvqGaF6IiLzpFMn6EcVFRXB3t5ep78oo6Oj0b9//yrbp06divXr1wMob21asmQJbt++jVatWmHx4sUYOXKkct9+/fqhWbNmyv3LysrwwQcf4KeffkJqaioaNWqEiIgIfPDBByr7LamiTScqIkPbEZuK2ZtitTqm4rdx5aTOCG/njZIyBVZGJ+Hrg1dRKhfhbG+DN4e1wdMhvpBo2UFarhBxOjkLd/OK4OHsgFB/N3ayJiKzoM3nt04BSKFQ4IMPPsCqVauQkZGBxMRENG/eHAsXLkSzZs0wffp0nYs3BwxAZE5OJGViwvcntT5OAOAlc8DRBQOUASUxIw///u0iYm9lAwDC/N3w0dgO8Hd30uicUXFpWLwzvlKLFNcdIyJzYfBRYO+//z7Wr1+PpUuXws7OTrm9Xbt2WL16tS6nJCI1dJ3/59GZoCsEejrjvzN7YOGTQahnK8Wp5CyEf34Y3x5KQpm8+kEC6jpic90xIrJEOgWgH3/8Ed999x0mTpxYqV9NcHCwsk8QEemHVCJgUUT5aEhdHjQ9PhO0VCJgei9/7JnTB71auKO4TIElf/6NUd8cQ1xqjspzVNcRm+uOEZEl0ikApaamokWLFlW2KxQKlJaW1rooIqosvJ03Vk7qDC+Z9rM6q5sJ2tfNET9ND8XSf3WAi4MN4lJzMXLFMXz0598oKq28nI2mHbEfbW0iIjJnOo0CCwoKwpEjR6oMR//tt9/QqVMnvRRGRJWFt/PG4CAvZQdk9/r2eH1zLDJyi1W2zFT0AQr1d1N7TkEQMK6rL/q1aoTFO+Ox62IaVh1Kwrbzt/GvLk3Qq0UjhPq7abyeGNcdIyJLoVMAeueddzB16lSkpqZCoVBg69atSEhIwI8//og//vhD3zUS0T+kEqHSyu7vjmiLmRtiIACVQlDFo7JFEUEajdDycHbAimc6o2mDK/j28HVk5BZjxcEkrDiYBE8XezwT2lSj+rjuGBFZCp0egY0cORI7d+7Evn374OTkhHfeeQdXrlzBzp07MXjwYH3XSERqqHs05iVzUA6B11RUXBpWHbqOx7vxZOQW47N9VyGrZ6O2D5KA8tFg1bU2ERGZk1rPA1QXcRg8WZrazs0jV4jo9fGBavv52EgFlMlFta1N2gYuIiJ90+bzW6dHYGfOnIFCoUBYWFil7adOnYJUKkXXrl11OS0R6ejxR2PaqqmTMwCUyUXYSSVwsJUgt6hMud2L8wARkQXS6RFYZGQkbt26VWV7amoqIiMja10UERmXpp2XS+QK5BaVIaCRE/4d3gobn++GowsGMPwQkcXRKQDFx8ejc+fOVbZ36tQJ8fHxtS6KiIxL087Lz/VsBmd7GyTdK8DyPYk4fPUeSmuYQJGIyBzpFIDs7e2RkZFRZXtaWhpsbHR6qkZERiRXiDiRlIkdsak4kZSJLn4Nqp1tuqKT89vDg7B3bl+Et/VCmULEyugkDPn8MI5evW/M8omIak2nTtATJkxAWloaduzYAZlMBgDIzs7GqFGj4OHhgc2bN+u9UGNiJ2iqy9St5zUi2BvfHU4GoFkn5z2X0/HOjstIzy0/z5hOjfHW8DZoWN/e0JdARKSSwRdDTU1NRZ8+fZCZmamc+DA2Nhaenp7Yu3cvfH19davcTDAAUV1VsZ7X47/0FSHnhT7++P1CmsaLneYVleLTPYn44cQNiCLQwNEWbw0PwtjOjSEIXCGeiIzL4AEIAAoKCvDzzz/jwoULqFevHjp06IAJEybA1tZWp6LNCQMQ1UU1DXWvmDn60Pz+OHfzgVZD6s+nPMCbWy/h7/Q8AED35g3xweh2aN6ovr4vg4hILaMEoLqMAYjqohNJmZjw/cka99v4fDedhtSXyhVYfSQZX+xPRFGpAnZSCSL7t8BL/ZrD3kZa8wmIiGrJ4PMA/fjjj9W+P2XKFF1OS0QGZOj1vGylEszsF4Dh7b2xcEccDiXew2f7ErHjQio+HN0e3ZrrPk8REZG+6dQC1KBBg0qvS0tLUVhYCDs7Ozg6OiIry7JXhGYLENVFhm4BepQoivjjYnln6/v5xQCAp7o0wX+GtUEDJ7tanZuISB1tPr91Ggb/4MGDSl/5+flISEhAr169sHHjRp2KJiLDCvV302iouz7W8xIEARHBPtj/el9MDCtfSHXLudsYuPwQtsbcRnV/dz0+RF/++OJkRER6oNc+QGfPnsWkSZPw999/6+uUJsEWIKqrKkaBAcZdz+vczSz8Z2scEjLKO0n3CGiI90dV7SStbog+l9ogIk0YvAVIHRsbG9y5c0efpyQiPdLn6vHa6OLnhj9e7YUF4a3hYCvB8aRMhH9+BJ/tTURRqRzA/8LZ46PU0nOKMHNDDKLi0gxSGxFZJ51agH7//fdKr0VRRFpaGr7++mv4+vrizz//1FuBpsAWIKrrart6fG2kZBYqO0kDgL+7ExaPaIsF/71Y4xD9owsGGK1OIrI8Bh8GL5FUbjgSBAGNGjXCgAED8Omnn8Lb27KbqhmAiAxLFEXsvpSOxTsv425escbH6aODNhHVXQYfBq9QcPFDItKdIAgY3sEbvQPd8elfCfjhxE2NjtN1iD4R0eP02geIiEgbLg62WrXoaLpqPRFRTTRuAZo7d67GJ12+fLlOxRCRdZErRCzeGa/RvqqG6JuyLxMRWTaNA9D58+crvY6JiUFZWRlatWoFAEhMTIRUKkWXLl30WyER1Vmnk7PUdnx+3DtPtqkUbjhknohqQ+MAdPDgQeX/X758OZydnfHDDz8oZ4V+8OABnnvuOfTu3Vv/VRJRnaRNn57NZ2+jXWNX+Lo5ql3VvmLIvCGH9BNR3aDTKLDGjRtjz549aNu2baXtcXFxeOKJJyx+LiCOAiMyDk2X55BKBMgVIuxtJJg1oAV+PnkT6bmqR49pOmSej8+I6h6DjwLLzc3FvXv3qmy/d+8e8vLydDklEVmhiuU50nOKqrTmAP8LMz88F4pFv1/GieuZ+HRPYrXnFAGk5RThdHKW2g7WfHxGRDqNAhs9ejSee+45bN26Fbdv38bt27fx3//+F9OnT8eYMWP0XSMR1VFSiYBFEUEAUGWNsorXiyKCEOjljF+eD8Pn4zuivr1mf7epe7zGGaeJCNAxAK1atQpDhw7FM888Az8/P/j5+eGZZ55BeHg4vvnmG33XSER1mKbLcwiCgFGdGuOz8R01Oq+qIfMVo85UtTZVbFu8M54LsBJZgVothlpQUICkpCQAQEBAAJycnPRWmCmxDxCR8WnaJ0euENHr4wM6LZuhaZ8jzjhNZJmMthhqWloa0tLS0LJlSzg5OUGPC8sTkZWRSgR0D2iIkR0bo3tAQ7Udkisem6nrriwCmPdEoMrjNR11xhmnieo+nQJQZmYmBg4ciMDAQAwbNgxpaeXPzKdPn47XX39drwUSET2u4rGZt0z1zNAf7v4bW87eqvJHmaYzSXPGaaK6T6cANGfOHNja2iIlJQWOjo7K7ePHj0dUVJTeiiMiUie8nTeOLhiAjc93wxdPd8TG57vhlxlhaOlRH5kFJZj/20WM+/YE/k7PVR5TMepMXeuRANUzThNR3aNTANqzZw8+/vhjNGnSpNL2li1b4uZNzRY1JCKqrUcfm4X6u0EQBLzUtzkmhDZFPVspztx4gOFfHsX7f8Qjv7hM41FnnA+IqO7TaR6ggoKCSi0/FbKysmBvb1/rooiItKFqXh8PZ3u09nLG+VvZWH00GTsv3sHbw4PwZIfyx2eP7+/FeYCIrIpOo8CGDRuGLl264L333oOzszMuXrwIPz8/PP3001AoFPjtt98MUavRcBQYkeVQtyxGRRtOZP8A7LyYhpuZhQCAHgEN8X8j28LfvX6VUWcAODs0kQXT5vNbpwB0+fJlDBgwAJ07d8aBAwcwYsQIXL58GVlZWTh27BgCAgJ0Lt4cMAARWQZNh8Tvn9sXq48mY8XBayguU8BWKmB6r+Z4ZUALOP0zsaK2s0NzKQ0i82PQAFRaWorw8HAsWbIEe/fuxYULF5Cfn4/OnTsjMjIS3t6W33zMAERkGbSd1+dWViEW77yMfVfuAigPOO88GQRAxMs/n1fbivT44qpcSoPIPBm8BahRo0Y4fvw4WrZsqXOR5owBiMgy7IhNxexNsTXu98XTHTGyY2Pl633xGVj8x2XcynoIALCzkaCkTKHy2McnVqzpkRtXoicyHYNPhDhp0iSsWbNGp+KIiPRF13l9BgV5Yu+cvnh1YEvYSgW14QeovLgql9Igqjt0GgVWVlaGtWvXYt++fejSpUuVJTCWL1+ul+KIiKqj6Wryqub1cbCVYu7gQLg42OD9XVdq/F5388pDkLr+RoBmK9ETkXnQKQDFxcWhc+fOAIDExMRK7wkCOwESkXFUzOszc0MMBKBSCNJ0Xp+2PjKNvpeHswOX0iCqQ3QKQAcPHtR3HUREOqlYFkPXeX1qakUCAE8Xe4T6u+F0cpZGNXEpDSLzp1MAIiIyJ+HtvDE4yEunYenVtSJVKC5T4M+4NIS39dL5kRsRmRedRoHVdRwFRmR9VA1tb+BoC6lEwP38EgDlkygOauOB9/4o7zOk6pEbR4ERmY7Bh8HXdQxARNZJ1eSGpXIFvj10Hd9El0+iaCMR0K9VI1xKzUFGbrHyWM4DRGR6DEC1xABERI+7lVWI9/6Ix574DACAe307PNXFF4Fe9eHlUo8zQROZAYPPA0REZG183Rzx3ZSu+GFaKJq7O+F+fglWHkrChpMpcHawYfghsjBsAVKBLUBEVJ2SMgXWHkvGl/uvorBEDkEAngltinlPtEIDJztTl0dktdgCRERkQHY2ErzUNwAHXu+HEcE+EEXg51Mp6P9pNH4+dZMzQRNZALYAqcAWICLrpu1K7yevZ2LRjstIyMgDALRr7ILFI9qiix+HwxMZEztB1xIDEJH10nWl9zK5AhtO3sSnexORV1QGABjdqTHeHNoaHi6cGJHIGBiAaokBiMg66WOl9/v5xfjkrwT8evYWRBFwspPi1YEt8VxPf9jZsNcBkSFZVB+gw4cPIyIiAj4+PhAEAdu3b6/0viAIKr+WLVtW7XlXrFiBZs2awcHBAWFhYTh9+rQBr4KILJ2+Vnp3r2+Pj8Z2wPaXe6KjrysKSuRY8uffCP/8MKIT7uq9biLSjckDUEFBAYKDg7FixQqV76elpVX6Wrt2LQRBwNixY9We89dff8XcuXOxaNEixMTEIDg4GEOGDMHdu/yPDxGpps1K75oI9nXF1pk98MlTwXCvb4/r9wvw7LozmPHDWdzMLNBT1USkK7N6BCYIArZt24ZRo0ap3WfUqFHIy8vD/v371e4TFhaGkJAQfP311wAAhUIBX19fvPLKK3jjjTdqrIOPwIisz47YVMzeFFvjfl883REjOzbW6ty5RaX4av9VrDt2A2UKEXY2ErzQuzle7h8ARzsuyUikLxb1CEwbGRkZ2LVrF6ZPn652n5KSEpw7dw6DBg1SbpNIJBg0aBBOnDih8pji4mLk5uZW+iIi66LpCu66rPTu4mCLt4YHIeq13ujd0h0lZQp8ffAaBnxyCDtiU2FGf4cSWQ2LCkA//PADnJ2dMWbMGLX73L9/H3K5HJ6enpW2e3p6Ij09XeUxS5YsgUwmU375+vrqtW4iMn+h/m7wljlA3WB3AeWjwWqz0nsLD2f8OC0UqyZ1QZMG9ZCeW4TZm2Ix7tsTiEvN0fm8RKQ9iwpAa9euxcSJE+HgoN8hpW+++SZycnKUX7du3dLr+YnI/EklAhZFBAFAlRBU8XpRRFCtl7wQBAHh7bywb25fzHsiEPVspThz4wEivj6KN7deQmZ+cc0nIaJas5gAdOTIESQkJGDGjBnV7ufu7g6pVIqMjIxK2zMyMuDl5aXyGHt7e7i4uFT6IiLrE97OGysndYaXrPIfWV4yB42GwGvDwVaKWQNa4sC8vsrZpDeeTkH/T6Kx/lgyyuQKvX0vIqrKYnrfrVmzBl26dEFwcHC1+9nZ2aFLly7Yv3+/sjO1QqHA/v37MWvWLCNUSkSWLLydNwYHeWk1E3RteMvq4csJnTCpmx8W/X4ZV9Jy8e7OePxyOgWLItqiZwt3g3xfImtn8hag/Px8xMbGIjY2FgCQnJyM2NhYpKSkKPfJzc3Fli1b1Lb+DBw4UDniCwDmzp2L77//Hj/88AOuXLmCmTNnoqCgAM8995xBr4WI6gapRED3gIYY2bExugc0NMpK76H+bvjjlV74YHQ7NHC0RWJGPiauPoUXfzqLW1mFBv/+RNbG5C1AZ8+eRf/+/ZWv586dCwCYOnUq1q9fDwDYtGkTRFHEhAkTVJ4jKSkJ9+/fV74eP3487t27h3feeQfp6eno2LEjoqKiqnSMJiIyJ1KJgIlhfhje3huf77uKn07exF+XM3Aw4R6e7+2Pl/u1gJO9yf+zTVQnmNU8QOaC8wARkTlISM/D//1xGceuZQIAPF3s8ebQNhjZsXzmfCKqjGuB1RIDEBGZC1EUsSc+A+/visetrIcAgM5NXfHuiLbo0MTVtMURmRkGoFpiACIic1NUKseao8lYcfAaCkvkEATgX52bYH54K50mZySqixiAaokBiIjMVXpOET6O+hvbzqcCAOrb22DWgBZ4rmcz2NtITVwdkWkxANUSAxARmbtzNx9g8c7LuHi7fAZpv4aOeGtYGwwO8mT/ILJaDEC1xABERJZAoRCx9XwqPo76G/fyymeQ7tXCHQufDEIrL2cTV0dkfAxAtcQARET6IleIBp9UMb+4DN8cvIbVR5JRIlf8M5y+KeYMCkQDJzu9fi8ic8YAVEsMQESkD1FxaVi8Mx5pOUXKbd4yByyKCNLrshoVUjIL8eHuK4i6XL7ws6yeLeYMaomJ3fxgKzX5vLdEBscAVEsMQERUW1FxaZi5IQaP/we2ou1H32uLPep40n383854/J2eBwBo6VEfbz8ZhL6BjQzy/YjMhTaf3/yTgIhIz+QKEYt3xlcJPwCU2xbvjIdcYZi/P3sEuOOPV3rh/VHly2pcvZuPqWtPY9r6M0i6l2+Q70lkaRiAiIj07HRyVqXHXo8TAaTlFOF0cpbBarCRSjCpmx+i5/XH9F7+sJEIOPD3XQz57DD+b2c8cgpLDfa9iSwBAxARkZ7dzVMffnTZrzZkjrZY+GQQ/prTBwNbe6BMIWLtsWT0++QgfjpxA2VyhcFrIDJHDEBERHqm6czMxpzBOaBRfax5NgQ/TgtFS4/6eFBYioU7LmPYl0dw5Oo9o9VBZC4YgIiI9CzU3w3eMgeoG+wuoHw0WKi/mzHLAgD0CWyEP2f3xv+NbAtXR1skZuRj8prTmPHDGVxn/yCyIgxARER6JpUIWBQRBABVQlDF60URQXqfD0hTNlIJpnRvhuh5/fBcz2awkQjYd+UunmD/ILIiDEBERAYQ3s4bKyd1hpes8mMuL5mDQYfAa0quEHElLQ8dfV3x0dgO6N+qkbJ/UN9PDuKH4zdQyv5BVIdxHiAVOA8QEemLMWaC1pa6CRr/1aUJouLScfVu+aOwFh718dbwNujfysNUpRJphRMh1hIDEBHVVTVN0Pj1M52QVViK5XsS8OCfR2F9Axvh7eFt0NKT64uReeNEiEREVIUmEzS+v+sKngltiuj5/fF8b3/YSgUcSryH8C+OYOH2OGQVlBizZCKDYQAiIrIS2kzQKKtni7eGB2HvnL54IsgTcoWIn07eRN9lB/H94esoLpMbr3AiA2AAIiKyErpM0NjM3QnfTemKX54PQ5C3C/KKyvDB7it44rPDiIpLQ13oRSFXiDiRlIkdsak4kZRpsCVKyLzYmLoAIiIyjtpM0NgjwB07X+mF/567jWV7EnAzsxAvbYhBqL8bFg4PQvsmMn2XaxTqOoQviggy+Ug9Miy2ABERWYnaTtAolQgYF+KL6Hn98OqAFrC3keB0chYivj6KuZtjkV7N4zVTU9XKU9Eh/PHHguk5RZi5IQZRcWkmqpaMgaPAVOAoMCKqqyo+9AFU6gxdEYq0maPoTvZDLPsrAdvOpwIAHGwleLFPAF7s2xyOdubzgEFVK4+Xiz2KyhTIVjPpo4DyOZuOLhhg8mkLSHMcBUZERCrpc4JGH9d6+Gx8R2yP7Imufg1QVKrAF/uvov8n0dh89pZZ9KVR28qTW6w2/ACVO4RT3cQWIBXYAkREdZ2+J2gURRF/xqVjyZ9XcCvrIQDAz80Rwzt4o3fLRiaZAFKuENHr4wPVjnyryRdPd8TIjo31WBUZkjaf3+bTRklEREYjlQjoHtBQb+cTBAHD2ntjYBsPvLn1ErbFpOJmViG+iU7CN9FJaFTfDu+NamfUjsU1DfvXhKYdx8ny8BEYERHpzcG/72JbTGqVyRbv5ZfgpQ0x2HI2xWi1aDrsX5WaOoST5WMAIiIivahupukK//7tElZGJ6Go1PATKeraelPxoG5RRBA7QNdhDEBERKQXmjxyEgF8HPU3Bi0/hN8v3DHoRIqaDPt3dbSFl0vtO4ST5WEfICIi0gtNHznJ6tni9oOHeHXjeaw9moy3hrdBSDP9P2qSSgQsigjCzA0xEKB62P+Ho9pB5miHE0mZAER0b+6Obv/0jTqRlKm3TuJkfjgKTAWOAiMi0t6xq/cxcc2pGvdb92wILqXmYNWhJBSWlD8KC2/rhQVDW8Pf3Unvdamb7XlEsDd+v5Cm8XbODm3+tPn8ZgBSgQGIiEg7UXFpePf3eKTnqm8Fenxywbt5Rfhs71X8eiYFChGwkQiY3N0Prw5oiQZOdnqt7/Fh/w8KShD5S0y1/ZUerx3QbqJIMj4GoFpiACIi0lzFZIPVfZhUFyAS0vOw5M8riE64BwBwdrDBKwNaYEr3ZnCwleq9Xl3nB+Ls0OaPM0ETEZFRaDLyCwA8XezVtp608nLG+udC8dP0ULT2ckZeURk+3F3eUXpHbCoU1c0oLYrA/v3AhAlA9+7A8OHAzz8DxcVqD9F1fiDODl23MAAREZHONA0Tn47rWOOjo94tG2HXq72x9F8d4Olij9sPHmL2pliM/uYYTl3PrHpAWRkwcSIwaBBw6RLQpg2Qnw9MmgT06AHcu6fy+9RmfiB9HE/mgQGIiIh0pmkYuJ+vvkXmUVKJgHFdfXFwXj+8PjgQTnZSXLidg/HfncSMH87i2t38/+38/vvA5s3AL7+UB6C1a4FDh4AzZ4Bbt4DJk1V+j9rO7szZoesGBiAiItKZpmFA29DgaGeDVwa2RPT8/pgY1hRSiYB9VzIw5PPDeGvbJdy7lwN8/TUQGVn++Et4pE9O167AF18Af/0FXL5c5dw1zQ9UHVdHW84OXUcwABERkc40mWywNktKNHK2xwej2+Ov1/pgUBtPyBUifj6VglfeWAdkZqJo/ATVB44dC9jbA/v2VXmrYn6givq08VwPf3aAriMYgIiISGfVhQl9LinRwqM+Vk/tik0vdENwExlKissAADM2XsDmM7cgf7yjtI0NIJUCctVLboS388bKSZ3hJdO8ZcrV0RazBrTQ+RrIvHAYvAocBk9EpB11kw0aYvJAhUJE1IlE9BvQEd+FjMbnvSailacz3hjaGv1aNYIgCMCffwLDhgEnTgDduqk916PzA924X4DP9l1Vu+8qzgFk9jgPUC0xABERae/xyQYNvXyE/OVIyNf/gOnPvI8j7i0BAN2bN8TCTi4ImjQacHEBTp+u3D+oGlFxaXhj6yVkF5ZW2u7qaIuPxrRn+LEA2nx+cy0wIiLSC6lEQPd/1tEyyvdbthTSSxfx47rXcTW0L/6w90Xj3Wlo9vdhPHB2RdHPv8Fbi/CjbjLHnMcCEdUN7ANERESWyckJ2LcPwsqVCJTnY3bcbvTLvIpV3f6FgROXo8+2W3jvj3g8KCip9jSaTOa4eGd81X5GZNEYgIiIyHLZ2wMvvACcPg3p/XvwTE3GExtXIKhDAErlItYcTUafZQexMjoJRaWqO0TXNJkjZ4CumxiAiIioTmnXWIYNM8Lw47T/La3xcdTf6P9JNDafrTpiTNPJHDkDdN3CAERERHVSn8DypTU+fSoYPjIHpOUU4d+/XcSwL47gwN8ZqBgDZKjJHMm8MQAREVGdJZUIGNulCQ7M64f/DGsNWT1bJGTkYdr6s3j6u5OIvZVt8MkcyTxxGLwKHAZPRFQ35RSW4pvoa1h3/AZKyhQAgOHtvRHWvAEW7YgHgEqdoStCkbqV7Mm8cB6gWmIAIiKq21KzH+KzvYn4b8xtiCIgFQQEetZHWu5DZBeWKfcz1GSOZBicB4iIiKgajV3r4ZOngtHGyxlL/0pAcZkCV9LzAAAOthI81bkJhnXwMfhkjmQ6DEBERFRnaDMbdVRcGt7fdaXK/D9FpQr8dCoFJXIFuvg1YACqoxiAiIioTtBmPTJNJj/89extHE/KxLwhrRDRwQcSBqE6haPAiIjILMgVIk4kZWJHbCpOJGVqNfNyxVIWj09omJ5ThJkbYhAVl1Zpe02TH1a49eAhZm+KxZNfHcWhxHtgt9m6gy1ARERkcrVZTb661hwR5SO5Fu+Mx+AgL+XjLE0nNRze3huHE+8hPi0XU9eeRo+AhlgQ3hrBvq6aXRiZLbYAERGRSWnbevM4XZayuHG/QKPaJnXzw6F/98f0Xv6wk0pwPCkTI1ccw8s/n0PSvXyNzkHmiQGIiIhMpqbWG6DmhUi1XcoiKi4Nn+27Wu2+j05+6OZkh4VPBuHAvL4Y27kJBAHYfSkdT3x2GG9uvYh0DR6lkfkxeQA6fPgwIiIi4OPjA0EQsH379krvC4Kg8mvZsmVqz7lkyRKEhITA2dkZHh4eGDVqFBISEgx8JUREpC19LESqzVIWFYFLE4sigiqNAGvSwBGfjgtG1Ow+GNTGA3KFiI2nb6HvsoNY8ucV5BSWanReMg8mD0AFBQUIDg7GihUrVL6flpZW6Wvt2rUQBAFjx45Ve85Dhw4hMjISJ0+exN69e1FaWoonnngCBQWaNXkSEZFx6GMhUm2WstC08/NrgwLV9j1q5eWM1VND8NtL3RHSrAGKyxT49tB19F56AN9EX8PDEtWrzpN5MXkn6KFDh2Lo0KFq3/fy8qr0eseOHejfvz+aN2+u9pioqKhKr9evXw8PDw+cO3cOffr0qbJ/cXExiouLla9zc3M1LZ+IiGpBHwuRSiUCFkUEYeaGGAhQvZRFRWuOpoGrmbtjjft0beaGzS92x4G/72JpVAISMvKwNCoBPxy/gVcHtsS4rr6wlZq8nYHUsKg7k5GRgV27dmH69OlaHZeTkwMAcHNTvZDdkiVLIJPJlF++vr61rpWIiGqmr4VIw9t5Y+WkzvCSVQ5KXjKHSut46Xvld0EQMLCNJ3bP7o3l44LR2LUeMnKL8da2OAxefgi/X7gDhRbD+cl4zGotMEEQsG3bNowaNUrl+0uXLsVHH32EO3fuwMFBsx9OhUKBESNGIDs7G0ePHlW5j6oWIF9fX64FRkRkBBWjwIDaL0Ra00zQcoWIXh8fQHpOkcqO1wLKQ9PRBQN0mgG6uEyOjadS8NWBa8gsKAEABHm7YH54K/QLbARB4GSKhqTNWmAW1QK0du1aTJw4UePwAwCRkZGIi4vDpk2b1O5jb28PFxeXSl9ERGQcmrbeaEIqEdA9oCFGdmyM7gENq4SYisdlAKq0Oj3+uEwX9jZSPNvTH4f+3R9zBwfC2d4G8Wm5eG7dGYz/9iTO3lDfmZuMy2JagI4cOYI+ffogNjYWwcHBGp1v1qxZ2LFjBw4fPgx/f3+N6+Bq8ERExqfNOl61VZuJF7XxoKAEKw8lYf3xGygpUwAABrb2wLwhrdDGm58v+qbN57fFBKBnn30WcXFxOHv2bI3nEUURr7zyCrZt24bo6Gi0bNlSqzoYgIiI6j5jBq60nIf4cv9VbD57G3KFCEEARgT7YO7gQPg1dDLI97RGFvUILD8/H7GxsYiNjQUAJCcnIzY2FikpKcp9cnNzsWXLFsyYMUPlOQYOHIivv/5a+ToyMhIbNmzAL7/8AmdnZ6SnpyM9PR0PHz406LUQEZHlqOlxmT55y+phyZgO2DunD4Z38IYoAjti72Dgp4fwn22XOJmiCZi8BSg6Ohr9+/evsn3q1KlYv349AOC7777Da6+9hrS0NMhksir7NmvWDM8++yzeffddAFDbyWzdunV49tlna6yJLUBERGRIcak5+GRPAqIT7gEA7G0kmNqjGWb2DUADJzsTV2e5LPYRmLlgACIiImM4nZyFpVF/4+zNBwCA+vY2eL53c0zv7Y/69iafqs/iMADVEgMQEREZiyiKiE64h2V/JSA+rXwiXjcnO7zcLwCTuvnBwVZq4gotBwNQLTEAERGRsSkUInbHpWH5nkRc/2e1ei8XB7wysAVnldYQA1AtMQAREZGplMkV+G/MbXy+76pymH5TN0fMGdwSI4IbG7SztqVjAKolBiAiIjK1olI5fjmVgm+ir+F+fvms0i096uP1JwIxpK0XZ5VWgQGolhiAiIjIXBSWlGHdsRv49lAScovKAADtG8vw+hOB6MvlNSphAKolBiAiIjI3OQ9LsfrIdaw5mozCEjkAILSZG+YNaVXjYrHWggGolhiAiIjIXGXmF2NldBJ+PHlTubxG75bueP2JVujo62ra4kyMAaiWGICIiMjcpeU8xFcHrmHzmVsoU5R/lA9q44m5gwMR5GOdn10MQLXEAERERJYiJbMQXx64iq0xt/FPDsLwDt6YMygQLTzqm7Y4I2MAqiUGICIisjRJ9/Lx+b6r2HnhDgBAIgCjOjXGawMD0bSho4mrMw4GoFpiACIiIkt1JS0Xn+1NxJ74DACAjUTAU1198cqAFvBxrWfi6gyLAaiWGICIiMjSXbiVjeV7E3EosXzBVTupBBNCfRHZvwU8XBxMXJ1hMADVEgMQERHVFWduZGH5nkScuJ4JoHzl+Und/DCzXwDc69ubuDr9YgCqJQYgIiKqa44n3cfyPYnKlefr2UoxtUczvNinORo42Zm4Ov1gAKolBiAiIqqLRFHE4av3sXxPAi7czgEAONlJMa2XP2b0bg5ZPVsTV1g7DEC1xABERER1mSiK2H/lLpbvTUR8Wi4AwNnBBs/3bo7nejaDs4NlBiEGoFpiACIiImugUIj463I6PtuXiMSMfACArJ4tXujTHFN7NEN9exsTV6gdBqBaYgAiIiJrIleI2HUpDV/sS0TSvQIAQANHW7zYNwBTuvvB0c4yghADUC0xABERkTWSK0TsvHAHX+y/iuT75UGooZMdXuobgEnd/FDPTmriCqvHAFRLDEBERGTNyuQK7IgtD0IpWYUAAPf69ni5XwCeCWsKB1vzDEIMQLXEAERERASUyhXYFpOKLw9cxe0HDwEAHs72mNkvABNCzS8IMQDVEgMQERHR/5SUKfDfmNv4+sA1pGaXByFPF3vM7BuAp80oCDEA1RIDEBERUVUlZQpsOXcLKw5cw52cIgCAl4sDXu4fgHFdfU0ehBiAaokBiIiISL3iMjm2nL2NFQevIe2RIBTZPwDjQnxhb2OaIMQAVEsMQERERDUrLpNj85lbWHEwCem55UHIW+aAl/u3wLiuTYwehBiAaokBiIiISHPFZXL8euYWVhy8hozcYgD/BKF+xm0RYgCqJQYgIiIi7RWVlgehldH/axHycnHAzH4BGB9i+D5CDEC1xABERESku6JSOTafvYVvHnk0ZoxRYwxAtcQAREREVHsVfYS+iU5Sdpb2dLHHS30NM48QA1AtMQARERHpT3GZHJvP3sbKg/8bPu/hbI8/Xu0FD2cHvX0fbT6/LWN1MyIiIrJY9jZSTO7mh3Fdm+C3c7ex4sA1NG3oqNfwoy0GICIiIjIKexspJob54akuvsgqKDFpLRKTfnciIiKyOnY2EnjJTNf6AzAAERERkRViACIiIiKrwwBEREREVocBiIiIiKwOAxARERFZHQYgIiIisjoMQERERGR1GICIiIjI6jAAERERkdVhACIiIiKrwwBEREREVocBiIiIiKwOAxARERFZHRtTF2CORFEEAOTm5pq4EiIiItJUxed2xed4dRiAVMjLywMA+Pr6mrgSIiIi0lZeXh5kMlm1+wiiJjHJyigUCty5cwfOzs4QBEGv587NzYWvry9u3boFFxcXvZ7bHNTl66vL1wbw+ixZXb42gNdnyYx9baIoIi8vDz4+PpBIqu/lwxYgFSQSCZo0aWLQ7+Hi4lLnftAfVZevry5fG8Drs2R1+doAXp8lM+a11dTyU4GdoImIiMjqMAARERGR1WEAMjJ7e3ssWrQI9vb2pi7FIOry9dXlawN4fZasLl8bwOuzZOZ8bewETURERFaHLUBERERkdRiAiIiIyOowABEREZHVYQAiIiIiq8MAZAArVqxAs2bN4ODggLCwMJw+fbra/bds2YLWrVvDwcEB7du3x+7du41UqXaWLFmCkJAQODs7w8PDA6NGjUJCQkK1x6xfvx6CIFT6cnBwMFLFmnv33Xer1Nm6detqj7GU+wYAzZo1q3J9giAgMjJS5f7mft8OHz6MiIgI+Pj4QBAEbN++vdL7oijinXfegbe3N+rVq4dBgwbh6tWrNZ5X299dQ6ju2kpLS7FgwQK0b98eTk5O8PHxwZQpU3Dnzp1qz6nLz7eh1HTvnn322Sq1hoeH13hec7h3QM3Xp+r3UBAELFu2TO05zeX+afIZUFRUhMjISDRs2BD169fH2LFjkZGRUe15df19rS0GID379ddfMXfuXCxatAgxMTEIDg7GkCFDcPfuXZX7Hz9+HBMmTMD06dNx/vx5jBo1CqNGjUJcXJyRK6/ZoUOHEBkZiZMnT2Lv3r0oLS3FE088gYKCgmqPc3FxQVpamvLr5s2bRqpYO23btq1U59GjR9Xua0n3DQDOnDlT6dr27t0LAHjqqafUHmPO962goADBwcFYsWKFyveXLl2KL7/8EqtWrcKpU6fg5OSEIUOGoKioSO05tf3dNZTqrq2wsBAxMTFYuHAhYmJisHXrViQkJGDEiBE1nlebn29DquneAUB4eHilWjdu3FjtOc3l3gE1X9+j15WWloa1a9dCEASMHTu22vOaw/3T5DNgzpw52LlzJ7Zs2YJDhw7hzp07GDNmTLXn1eX3VS9E0qvQ0FAxMjJS+Voul4s+Pj7ikiVLVO4/btw4cfjw4ZW2hYWFiS+++KJB69SHu3fvigDEQ4cOqd1n3bp1okwmM15ROlq0aJEYHBys8f6WfN9EURRnz54tBgQEiAqFQuX7lnLfRFEUAYjbtm1TvlYoFKKXl5e4bNky5bbs7GzR3t5e3Lhxo9rzaPu7awyPX5sqp0+fFgGIN2/eVLuPtj/fxqLq+qZOnSqOHDlSq/OY470TRc3u38iRI8UBAwZUu4+53r/HPwOys7NFW1tbccuWLcp9rly5IgIQT5w4ofIcuv6+6gNbgPSopKQE586dw6BBg5TbJBIJBg0ahBMnTqg85sSJE5X2B4AhQ4ao3d+c5OTkAADc3Nyq3S8/Px9+fn7w9fXFyJEjcfnyZWOUp7WrV6/Cx8cHzZs3x8SJE5GSkqJ2X0u+byUlJdiwYQOmTZtW7WK/lnLfHpecnIz09PRK90cmkyEsLEzt/dHld9dc5OTkQBAEuLq6VrufNj/fphYdHQ0PDw+0atUKM2fORGZmptp9LfneZWRkYNeuXZg+fXqN+5rj/Xv8M+DcuXMoLS2tdC9at26Npk2bqr0Xuvy+6gsDkB7dv38fcrkcnp6elbZ7enoiPT1d5THp6ela7W8uFAoFXnvtNfTs2RPt2rVTu1+rVq2wdu1a7NixAxs2bIBCoUCPHj1w+/ZtI1Zbs7CwMKxfvx5RUVFYuXIlkpOT0bt3b+Tl5anc31LvGwBs374d2dnZePbZZ9XuYyn3TZWKe6DN/dHld9ccFBUVYcGCBZgwYUK1C01q+/NtSuHh4fjxxx+xf/9+fPzxxzh06BCGDh0KuVyucn9LvXcA8MMPP8DZ2bnGR0TmeP9UfQakp6fDzs6uShiv6TOwYh9Nj9EXrgZPOomMjERcXFyNz6G7d++O7t27K1/36NEDbdq0wbfffov33nvP0GVqbOjQocr/36FDB4SFhcHPzw+bN2/W6K8zS7JmzRoMHToUPj4+avexlPtmzUpLSzFu3DiIooiVK1dWu68l/Xw//fTTyv/fvn17dOjQAQEBAYiOjsbAgQNNWJn+rV27FhMnTqxxgIE53j9NPwPMGVuA9Mjd3R1SqbRKj/eMjAx4eXmpPMbLy0ur/c3BrFmz8Mcff+DgwYNo0qSJVsfa2tqiU6dOuHbtmoGq0w9XV1cEBgaqrdMS7xsA3Lx5E/v27cOMGTO0Os5S7hsA5T3Q5v7o8rtrShXh5+bNm9i7d2+1rT+q1PTzbU6aN28Od3d3tbVa2r2rcOTIESQkJGj9uwiY/v6p+wzw8vJCSUkJsrOzK+1f02dgxT6aHqMvDEB6ZGdnhy5dumD//v3KbQqFAvv376/01/SjunfvXml/ANi7d6/a/U1JFEXMmjUL27Ztw4EDB+Dv76/1OeRyOS5dugRvb28DVKg/+fn5SEpKUlunJd23R61btw4eHh4YPny4VsdZyn0DAH9/f3h5eVW6P7m5uTh16pTa+6PL766pVISfq1evYt++fWjYsKHW56jp59uc3L59G5mZmWprtaR796g1a9agS5cuCA4O1vpYU92/mj4DunTpAltb20r3IiEhASkpKWrvhS6/r3pj0C7WVmjTpk2ivb29uH79ejE+Pl584YUXRFdXVzE9PV0URVGcPHmy+MYbbyj3P3bsmGhjYyN+8skn4pUrV8RFixaJtra24qVLl0x1CWrNnDlTlMlkYnR0tJiWlqb8KiwsVO7z+PUtXrxY/Ouvv8SkpCTx3Llz4tNPPy06ODiIly9fNsUlqPX666+L0dHRYnJysnjs2DFx0KBBoru7u3j37l1RFC37vlWQy+Vi06ZNxQULFlR5z9LuW15ennj+/Hnx/PnzIgBx+fLl4vnz55UjoT766CPR1dVV3LFjh3jx4kVx5MiRor+/v/jw4UPlOQYMGCB+9dVXytc1/e6aw7WVlJSII0aMEJs0aSLGxsZW+j0sLi5We201/Xyby/Xl5eWJ8+bNE0+cOCEmJyeL+/btEzt37iy2bNlSLCoqUnt95nLvarq+Cjk5OaKjo6O4cuVKlecw1/unyWfASy+9JDZt2lQ8cOCAePbsWbF79+5i9+7dK52nVatW4tatW5WvNfl9NQQGIAP46quvxKZNm4p2dnZiaGioePLkSeV7ffv2FadOnVpp/82bN4uBgYGinZ2d2LZtW3HXrl1GrlgzAFR+rVu3TrnP49f32muvKf8tPD09xWHDhokxMTHGL74G48ePF729vUU7OzuxcePG4vjx48Vr164p37fk+1bhr7/+EgGICQkJVd6ztPt28OBBlT+LFdegUCjEhQsXip6enqK9vb04cODAKtft5+cnLlq0qNK26n53jaW6a0tOTlb7e3jw4EHlOR6/tpp+vo2puusrLCwUn3jiCbFRo0aira2t6OfnJz7//PNVgoy53jtRrPlnUxRF8dtvvxXr1asnZmdnqzyHud4/TT4DHj58KL788stigwYNREdHR3H06NFiWlpalfM8eowmv6+GIPxTDBEREZHVYB8gIiIisjoMQERERGR1GICIiIjI6jAAERERkdVhACIiIiKrwwBEREREVocBiIiIiKwOAxARERFZHQYgIjKJZs2a4fPPPzd1GUbTr18/vPbaa6Yug4j+wQBERFZv48aNkEqliIyMNHUpRGQkDEBEZPXWrFmDf//739i4cSOKiopMXQ4RGQEDEBEZRL9+/TBr1izMmjULMpkM7u7uWLhwIR5dfrCwsBDTpk2Ds7MzmjZtiu+++67SORYsWIDAwEA4OjqiefPmWLhwIUpLS5XvX7hwAf3794ezszNcXFzQpUsXnD17Vvn+0aNH0bt3b9SrVw++vr549dVXUVBQUOl7JCcn4/jx43jjjTcQGBiIrVu3Vnp//fr1cHV1xV9//YU2bdqgfv36CA8PR1pamnKfsrIyvPrqq3B1dUXDhg2xYMECTJ06FaNGjVL771NcXIx58+ahcePGcHJyQlhYGKKjo7X5JyaiWmAAIiKD+eGHH2BjY4PTp0/jiy++wPLly7F69Wrl+59++im6du2K8+fP4+WXX8bMmTORkJCgfN/Z2Rnr169HfHw8vvjiC3z//ff47LPPlO9PnDgRTZo0wZkzZ3Du3Dm88cYbsLW1BQAkJSUhPDwcY8eOxcWLF/Hrr7/i6NGjmDVrVqUa161bh+HDh0Mmk2HSpElYs2ZNlesoLCzEJ598gp9++gmHDx9GSkoK5s2bp3z/448/xs8//4x169bh2LFjyM3Nxfbt26v9t5k1axZOnDiBTZs24eLFi3jqqacQHh6Oq1evavVvTEQ6Mvh680Rklfr27Su2adNGVCgUym0LFiwQ27RpI4qiKPr5+YmTJk1SvqdQKEQPDw9x5cqVas+5bNkysUuXLsrXzs7O4vr161XuO336dPGFF16otO3IkSOiRCIRHz58KIqiKMrlctHX11fcvn27KIqieO/ePdHOzk68fv268ph169aJAMRr164pt61YsUL09PRUvvb09BSXLVumfF1WViY2bdpUHDlyZKV/j9mzZ4uiKIo3b94UpVKpmJqaWqm+gQMHim+++aba6yci/WELEBEZTLdu3SAIgvJ19+7dcfXqVcjlcgBAhw4dlO8JggAvLy/cvXtXue3XX39Fz5494eXlhfr16+Ptt99GSkqK8v25c+dixowZGDRoED766CMkJSUp37tw4QLWr1+P+vXrK7+GDBkChUKB5ORkAMDevXtRUFCAYcOGAQDc3d0xePBgrF27ttJ1ODo6IiAgQPna29tbWWdOTg4yMjIQGhqqfF8qlaJLly5q/10uXboEuVyOwMDASvUdOnSo0jUQkeHYmLoAIrJeFY+rKgiCAIVCAQA4ceIEJk6ciMWLF2PIkCGQyWTYtGkTPv30U+X+7777Lp555hns2rULf/75JxYtWoRNmzZh9OjRyM/Px4svvohXX321yvdt2rQpgPLOz1lZWahXr57yPYVCgYsXL2Lx4sWQSCRq6xQf6cukrfz8fEilUpw7dw5SqbTSe/Xr19f5vESkOQYgIjKYU6dOVXp98uRJtGzZssqHvirHjx+Hn58f3nrrLeW2mzdvVtkvMDAQgYGBmDNnDiZMmIB169Zh9OjR6Ny5M+Lj49GiRQuV58/MzMSOHTuwadMmtG3bVrldLpejV69e2LNnD8LDw2usUyaTwdPTE2fOnEGfPn2U54iJiUHHjh1VHtOpUyfI5XLcvXsXvXv3rvF7EJH+MQARkcGkpKRg7ty5ePHFFxETE4OvvvqqUgtOdVq2bImUlBRs2rQJISEh2LVrF7Zt26Z8/+HDh5g/fz7+9a9/wd/fH7dv38aZM2cwduxYAOUjyLp164ZZs2ZhxowZcHJyQnx8PPbu3Yuvv/4aP/30Exo2bIhx48ZVekwHAMOGDcOaNWs0CkAA8Morr2DJkiVo0aIFWrduja+++goPHjyoct4KgYGBmDhxIqZMmYJPP/0UnTp1wr1797B//3506NABw4cP1+j7EpHuGICIyGCmTJmChw8fIjQ0FFKpFLNnz8YLL7yg0bEjRozAnDlzMGvWLBQXF2P48OFYuHAh3n33XQDl/WwyMzMxZcoUZGRkwN3dHWPGjMHixYsBlPcvOnToEN566y307t0boigiICAA48ePBwCsXbsWo0ePVhlSxo4di8mTJ+P+/fsa1bpgwQKkp6djypQpkEqleOGFFzBkyJBqW7rWrVuH999/H6+//jpSU1Ph7u6Obt264cknn9ToexJR7QhibR5kExGp0a9fP3Ts2NGqlruooFAo0KZNG4wbNw7vvfeeqcshIhXYAkREVEs3b97Enj170LdvXxQXF+Prr79GcnIynnnmGVOXRkRqcBg8EVEtSSQSrF+/HiEhIejZsycuXbqEffv2oU2bNqYujYjU4CMwIiIisjpsASIiIiKrwwBEREREVocBiIiIiKwOAxARERFZHQYgIiIisjoMQERERGR1GICIiIjI6jAAERERkdX5f5jLP82VI3HFAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61650.0 61651.0 43 1 Parameter('H', value=16.30204224992166, unit=mag) Parameter('G12', value=0.6584800090104532, unit=, bounds=[0, 1])\n", + "[-0.03879662] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61650\n", + "plots/phase_curve_6098332225018000_61650.png\n" + ] + }, + { + "data": { + "image/png": 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DK/5z8Hq18wo9qeLeD9cWIyIiTTAA1RIDUO09HoJqQ4TyPkenlwxmcxgREVWpJt/f7ARNdeKpDm5Y93xArc8jAEjNKcK5pKzaF0VERPQPBiCqM1Jrc52dS9OZqYmIiDSh1wB08uRJBAcHw8PDAyKRCHv37q20z/Xr1zF69GhIpVLY2tqie/fuSE5OrvK82dnZmDt3Ltzd3WFpaQkfHx/8/vvvdXQVpI4uQ4umM1MTERFpwkyfb15QUAB/f3+8+OKLCAkJqfR6YmIiAgMDMXPmTKxYsQL29va4du0arKzUfxmWlJRg2LBhcHFxwa+//oqmTZvi9u3bcHBwqMMrIVVqspxGflEZVPUWqugD1KOlo05rIyIi06bXADRixAiMGDFC7evvvPMORo4cidWrVyu2eXt7V3nOLVu2ICsrC2fOnIG5eXkTTIsWLXRSL9VMxXIaaTlFKsMNUD7Uffmo9pj74yWIAKX9Hp9xmh2giYhIlwy2D5BcLsfBgwfh4+OD4cOHw8XFBT179lTZTPa43377Db1798bcuXPh6uoKPz8/fPTRR5DJ1C/UWVxcjNzcXKUH1V5Vy2lUWDaiHUZ28tBoxmkiIiJd0esdoKpkZGQgPz8fH3/8Mf7zn/9g1apVCAsLQ0hICI4fP44BAwaoPO7mzZs4duwYJk+ejN9//x0JCQmYM2cOSktLERoaqvKYlStXYsWKFXV5OSarYjmNFftjVc4DtOOvZAxq54IgP3cM83XTaMZpIiKi2jKYeYBEIhH27NmDsWPHAgDu3buHpk2bYtKkSfjxxx8V+40ePRq2trbYuXOnyvP4+PigqKgISUlJkEgkAIC1a9dizZo1SE1Vvc5UcXExiouLFc9zc3Ph6enJeYB06MnlNMQiYNb2C8grLoN/Mym2vdADjW0t9F0mEREZsZrMA2Swd4CcnZ1hZmYGX19fpe3t27fH6dOn1R7n7u4Oc3NzRfipOCYtLQ0lJSWwsKj8JWtpaQlLS0vdFU+VSMQi9PZ2Utq28+VemLr5L1y+m4PnvjmL72f2gIs9R3sREVHdM9g+QBYWFujevTvi4uKUtsfHx8PLy0vtcX379kVCQgLkcrnSMe7u7irDD+mPX1Mpfn6lN1zsLBGXnocJX0fi7sNCfZdFREQmQK8BKD8/H9HR0YiOjgYAJCUlITo6WjHPz+LFi/HTTz9h06ZNSEhIwLp167B//37MmTNHcY5p06Zh2bJliuezZ89GVlYW5s+fj/j4eBw8eBAfffQR5s6dW6/XRppp42qHX1/tg2aNrXErsxDPbozEzfv5+i6LiIgaOL32AYqIiMCgQYMqbZ8+fTq2bdsGoHxY+8qVK3H37l20bdsWK1aswJgxYxT7Dhw4EC1atFDsDwCRkZFYuHAhoqOj0bRpU8ycORNLlixRaharCtcCq39pOUWY/O1ZJN4vgHMjC2x7oQfyisrYIZqIiDTGxVBriQFIPzLzizF18znEpuZWmhPIXWqF0GBfDoknIiK1uBgqGSWnRpaY1a8FAFSaODEtpwizd0QhLEb1SD4iIqKaYAAivZDJBUQmZmJfdAoiEzMhkwuQyQWsORSvcv+KQLRifyxkct60JCKi2jHYYfDUcIXFpFaaGNFdaoXnunuqnCyxggAgNacI55KyKg2pJyIiqgkGIKpXYTGpmL0jSmUT12dHbmh0Dl2uMk9ERKaJTWBUb2RyASv2x6pcGLUmjVpSa3NdlURERCaKAYjqzbmkrCqbuDT1xdEbeFhQooOKiIjIVDEAUb2pSdPVkzP+VDy3sZDgUnI2ntl4hrNGExGR1hiAqN642Gm2ztfCoT5wkyrv6ya1wsYpAdg7ty/cpVZIvF+AkK/OIPZebl2USkREDRwnQlSBEyHWDZlcQOCqY0jLKVLZ50eE8qBzeslgAFBaPf7xmaBTcx5hxpbziEvPQyNLM3z5fBcMautSfxdCREQGiRMhkkGSiEUIDfYFoL6JKzTYFxKxSLF6/JjOTdHb20lpGQx3qTV+frU3erVyRH5xGWZuO4/vIm/VyzUQEVHDwABE9SrIzx0bpgSobOLaMCVA46UupNbm+O7Fnni2azPIBeDdfdfw3m/XOEkiERFphE1gKrAJrO7J5ILaJq6aEAQBG04kYnVYHABgcDsX/HdSFzSy5BRXRESmhouh1hIDkPH5/WoqFv4UjeIyOdq52WHLjO7wcLDWd1lERFSP2AeITM7Iju746ZXecG5kib/T8jBm/Z+4cjdb32UREZGBYgCiBqOzpwP2zu2Ddm52uJ9XjAlfR3L1eCIiUokBiBqUZo1t8MurvTGwbRMUlcrx6o4obIhIhCAIKlegJyIi08Q+QCqwD5DxK5PJ8f6BWHwXeRsA0KNFYyRnFSItt1ixj7vUCqHBvhqPPCMiIsPGPkBk8swkYrw/xg/vj+kAsQg4d+uhUvgBylegn70jis1kREQmiAGIGrTJPb3gYKN69fiKW58r9seyOYyIyMRoNVnKb7/9pnK7SCSClZUVWrdujZYtW9aqMCJdOJeUhayCUrWvCwBSc4pwLikLvb2d6q8wIiLSK60C0NixYyESifBk96GKbSKRCIGBgdi7dy8aN26sk0KJtKHpCvQ1WameiIiMn1ZNYOHh4ejevTvCw8ORk5ODnJwchIeHo2fPnjhw4ABOnjyJzMxMvPnmm7qul6hGNF2BXtP9iIioYdDqDtD8+fPxzTffoE+fPoptQ4YMgZWVFV5++WVcu3YNn3/+OV588UWdFUqkjR4tHeEutVK7Aj0ASETg0hlERCZGqztAiYmJKoeX2dvb4+bNmwCANm3a4MGDB7WrjqiWqlqBvoJMAJ79+gz2XkpRex7OIURE1LBoFYC6du2KxYsX4/79+4pt9+/fx1tvvYXu3bsDAG7cuAFPT0/dVElUC+pWoHeXWuHTZzuhXxtnFJXKseCnaITui0FJmVxpv7CYVASuOoZJm85i/q5oTNp0FoGrjnH4PBGREdNqIsS4uDiMGTMGSUlJipBz584dtGrVCvv27YOPjw/27t2LvLw8TJ06VedF1zVOhNgwqVuBXiYX8PmReHx5LAEA0KW5A76aHAB3qTXCYlIxe0dUpeazirtJG6YEcCJFIiIDUS+rwcvlchw+fBjx8fEAgLZt22LYsGEQi41/aiEGINN09Ho6Fv4UjdyiMjjZWuDz5zrjrV+vIDVH9QgxEQA3qRVOLxkMiVhdAxsREdWXeglADRkDkOlKzizEqzsuIjY1FyIRoMlvx86XenEOISIiA1CT72+th74UFBTgxIkTSE5ORklJidJrr7/+uranJdKr5k422D2nD5bvjcEvF+9qdAznECIiMj5aBaBLly5h5MiRKCwsREFBARwdHfHgwQPY2NjAxcWFAYiMmpW5BKuf6QSpjTm+PZVU7f6cQ4iIyPho1WFn4cKFCA4OxsOHD2FtbY2zZ8/i9u3b6Nq1Kz755BNd10hU70QiEZaNaA8nWwv1+6B8JFmPlo4qX+fQeSIiw6XVHaDo6Gh8/fXXEIvFkEgkKC4uRqtWrbB69WpMnz4dISEhuq6TqN5JxCJ8OM4Pr+6IUvm6ACA02FdlB+iwmFSs2B+r1IHaXWqF0GBfjhojIjIAWt0BMjc3V4z2cnFxQXJyMgBAKpXizp07uquOyAhVDJ1/cvRYWk4RZu+I4vxBREQGQKsA1KVLF5w/fx4AMGDAALz77rv44YcfsGDBAvj5+em0QCJ9kckFrNgfW+U+S/53BWWyfydOrDhGVWNXxbYV+2PZHEZEpGdaBaCPPvoI7u7lt/E//PBDNG7cGLNnz8b9+/fxzTff6LRAIn05l5Sldg6gCjmPyjB1yznkFZVqdIwAIDWnCOeSsnRZKhER1ZBWfYC6deum+H8XFxeEhYXprCAiQ6Hp8PbIxEwEf3ka654P0PgYDp0nItIv45+2maiOaDq83bmRBW5lFiLkqzOITs7W6bmJiKhuaBWAMjMzMXfuXPj6+sLZ2RmOjo5KD6KGoEdLR7hLrdSuIl8xDP7Qgv4Y2t4VJTI5tp65BUsz9b9W1Q2dJyKi+qFVE9jUqVORkJCAmTNnwtXVFSIR10GihkciFiE02Bezd0RBBCh1bK74iQ8N9oVTI0tsmtYVW/68hY//uI7iJ1aTV3UM1w4jItIvrdYCs7Ozw+nTp+Hv718XNekd1wKjx9VkTp+YlBy8vusSbt4vqHQezgNERFS36nwtsHbt2uHRo0daFUdkbIL83DHM1w3nkrKQkVcEF7vyJixVd3H8mkpx4LVAfHDgOnaeK58fy7OxNRYO9cGYLk1554eIyEBodQfo/PnzWLp0Kd599134+fnB3Nxc6XVjv2vCO0CkC2ExaVi6+wqyC0thbS5BaLAvJnb3ZJMxEVEdqfM7QA4ODsjNzcXgwYOVtguCAJFIBJlMps1piRqUID83dPZ0wKKfo3EmMRNLd1/Fifj7WBnSEQ426tcYIyKiuqdVAJo8eTLMzc3x448/shM0URXcpFbYMbMnvjl1E58cisMfMWm4lJyNtRP90cfbWd/lERGZLK2awGxsbHDp0iW0bdu2LmrSOzaBUV24cjcb83dFI+lBeQfpmYEtsXh4W1iZS/RcGRFRw1CT72+t5gHq1q0bFz0lqqFOzRxw4LVATOrhCQDYfDoJwV+eRkxKjp4rIyIyPVrdAfrll1/w3nvvYfHixejYsWOlTtCdOnXSWYH6wDtAVNeOXk/Hkv9dxYP8YpiJRVgwtA1eHeANM4n6f5PI5IJGI9GIiExVTb6/tQpAYnHlv6RFIlGD6QTNAET1ITO/GO/siUHYtTQAQEBzB6yd0BktnG0r7VuTuYiIiExVnQeg27dvV/m6l5dXTU9pUBiAqL4IgoDdUSl477dryCsug7W5BP/3dHs836O5YnBBWEwqZu+IwpO/qBX3fjZMCWAIIiJCPQQgTY0aNQrffvst3N2N6y9nBiCqb3cfFuLNXy7j7M0sAMCgtk2wanwnODWyROCqY0p3fh4nQvlIs9NLBrM5jIhMXp13gtbUyZMnOWM0kQaaNbbBj7N64f9GtYeFmRjH4+7jqc9P4rPweLXhByhfnyw1pwjnkrLqr1giogagTgMQEWlOLBZhVr9WOPBaIDp42CO7sBTrjidodGxGnvqQRERElTEAERkYH1c77J3bFwuH+kCi4SSjLnZWdVwVEVHDwgBEZIDMJWLMH9oGe+f2hVk1fXucbC3Q2dMBkYmZ2BedgsjETMjkdda1j4ioQdBqKQwiqh8dm0nx+UR/zNsZrXafzIISdAgNw+OZh0PkiYiqxjtARAbuaf+m2DglAM6N1C+g+uQNn7ScIszeEYWwmNQ6ro6IyDjVaQB6++234ejoqPb1kydPIjg4GB4eHhCJRNi7d2+lfa5fv47Ro0dDKpXC1tYW3bt3R3JycpXv+/nnn6Nt27awtraGp6cnFi5ciKIidhIl4xXk544zS4egsY1mN20r8tCK/bFsDiMiUkHjJrDffvtN45OOHj0aALBs2bIq9ysoKIC/vz9efPFFhISEVHo9MTERgYGBmDlzJlasWAF7e3tcu3YNVlbqO3z++OOPWLp0KbZs2YI+ffogPj4eM2bMgEgkwtq1azW+BiJDc/H2QzwsLNN4/8eHyPf2dqq7woiIjJDGAWjs2LFKzyuWvnj8eQVNl8IYMWIERowYofb1d955ByNHjsTq1asV27y9vas855kzZ9C3b188//zzAIAWLVpg0qRJ+OuvvzSqichQaTvUnUPkiYgq07gJTC6XKx6HDx9G586d8ccffyA7OxvZ2dn4/fffERAQgLCwMJ0UJpfLcfDgQfj4+GD48OFwcXFBz549VTaTPa5Pnz64ePEizp07BwC4efMmfv/9d4wcOVLtMcXFxcjNzVV6EBkabYe6c4g8EVFlWvUBWrBgAb744gsMHz4c9vb2sLe3x/Dhw7F27Vq8/vrrOiksIyMD+fn5+PjjjxEUFITDhw9j3LhxCAkJwYkTJ9Qe9/zzz+P9999HYGAgzM3N4e3tjYEDB+Ltt99We8zKlSshlUoVD09PT51cA5Eu9WjpCDf7moUZN3tL9Gipvh8eEZGp0ioAJSYmwsHBodJ2qVSKW7du1bKkcnK5HAAwZswYLFy4EJ07d8bSpUvx9NNPY+PGjWqPi4iIwEcffYSvvvoKUVFR2L17Nw4ePIgPPvhA7THLli1DTk6O4nHnzh2dXAORLoXHpqGoTLPm5QqOtpZIy2UTGBHRk7QKQN27d8eiRYuQnp6u2Jaeno7FixejR48eOinM2dkZZmZm8PX1Vdrevn37KkeBLV++HFOnTsWsWbPQsWNHjBs3Dh999BFWrlypCFVPsrS0VNzJqngQGZKKFeGzC0tVvv7khNF2VmYwE4sQm5qLp9aewPeRtyDnaDAiIgWtJkLcsmULxo0bh+bNmyuai+7cuYM2bdpU20dHUxYWFujevTvi4uKUtsfHx8PLy0vtcYWFhRCLlXOdRCIBANThwvdEdUYmF7Bifyyq+ul1tbPEzMCWuPPwEbwcbTC1dwvceViIt369gou3H2L5vmvYfzkVK8d3hHeTRvVWOxGRodIqALVu3RpXrlxBeHg4/v77bwDld2aGDh2qNBqsOvn5+UhI+Hexx6SkJERHR8PR0RHNmzfH4sWLMXHiRPTv3x+DBg1CWFgY9u/fj4iICMUx06ZNQ9OmTbFy5UoAQHBwMNauXYsuXbqgZ8+eSEhIwPLlyxEcHKwIQkTG5FxSVpUrwgNAWm4xPvz9b8Xzb08nITTYF7+80hvfn72NVWF/49ytLIz44hTmD2mDl/u3grmE86ASkekSCbW8LVJUVARLS8saBZ8KERERGDRoUKXt06dPx7Zt2wCU321auXIl7t69i7Zt22LFihUYM2aMYt+BAweiRYsWiv3Lysrw4Ycf4vvvv0dKSgqaNGmC4OBgfPjhhyr7LamSm5sLqVSKnJwcNoeR3u2LTsH8XdE1Oqbit3HDlAAE+bnj7sNCvL0nBifj7wMAfN3tsfqZTvBrKtVtsUREelST72+tApBcLseHH36IjRs3Ij09HfHx8WjVqhWWL1+OFi1aYObMmVoXbwgYgMiQRCZmYtKmszU+TgTATWqF00sGQyIun7drz6UUvH8gFtmFpZCIRZjVryUWDvWBlbnmd0dlcgHnkrKQkVcEFzsr9GjpCEk1C7YSEdWHmnx/a3UP/D//+Q+2bduG1atXw8Li3/WJ/Pz88O2332pzSiJSo0dLR7hLrVDTiPH4TNBA+WSlIQHNEL5wAJ7u5A6ZXMDXJ24i6POTiEzM1OicYTGpCFx1DJM2ncX8XdGYtOksAlcd45pjRGR0tApA3333Hb755htMnjxZqV+Nv7+/ok8QEemGRCxCaHD5aEht7rM8ORN0EztLrHs+AJumdYOrvSVuZRZi0qazWLb7KnIeqR5lBvw7Eu3J/khceJWIjJFWASglJQWtW7eutF0ul6O0VP1foESknSA/d2yYEgA3ac1ndVY3E/QwX1eELxqAST2aAwB2nkvGsLUnVAaZqkaiceFVIjJGWo0C8/X1xalTpyoNR//111/RpUsXnRRGRMqC/NwxzNdN0f/GuZEl3vg5Gum5xSqDSUUfoKpmgra3MsfKkI4Y09kDy3ZfRdKDAry6IwrdWzRGsL8H2rjYoUdLx2pHonHhVSIyNloFoHfffRfTp09HSkoK5HI5du/ejbi4OHz33Xc4cOCArmskon9IxCKlgPHe6A6YvSMKIkApBFU0lYUG+2rUQblXKyf8Mb8fFvx0CWEx6Th/6yHO33oIoHw5jVEd3TWqjwuvEpGx0KoJbMyYMdi/fz+OHDkCW1tbvPvuu7h+/Tr279+PYcOG6bpGIlJDXdOYm9RKMQReUxFxGTgUk15pe1puMTb/eUujc3DhVSIyFrWeB6gh4jB4Mja1HZoukwsIXHWsymauJ+8yPfna40PuiYj0oSbf31o1gZ0/fx5yuRw9e/ZU2v7XX39BIpGgW7du2pyWiLT0ZNNYTWky23RV4QfQvLmNiMgQaNUENnfuXJUrpqekpGDu3Lm1LoqI6ldt+u5o09xGRKRvWt0Bio2NRUBAQKXtXbp0QWxsbK2LIqL6pWnfnQE+TXDin+U07K3M8GJgS8wb1BpmXFeMiIyMVn9rWVpaIj29cmfJ1NRUmJlplamISI+qm21aBMBdaoUtM7rjx1k90dLZFrlFZfj8yA28uiMK97If1We5RES1plUAeuqpp7Bs2TLk5OQotmVnZ+Ptt9/mKDAiIyCTC4hMzMS+6BTFMhjqZpt+so9Pn9bO+GN+P7w2uDXMJSIcuZ6OYWtPYMvpJE6ESERGQ6tRYCkpKejfvz8yMzMVEx9GR0fD1dUV4eHh8PT01Hmh9YmjwKghC4tJxYr9sUqdnt2lVooApO41VX184tPzsGz3VVy8XT5nkH8zKT4K6YgOHlxlnojqX52vBg8ABQUF+OGHH3D58mVYW1ujU6dOmDRpEszNzbUq2pAwAFFDVbGe15O/9BV3eTZMCVCabVqTIfVyuYAfzyVj1R9/I6+4DBKxCDMDW2LB0DawsWCTOBHVn3oJQA0ZAxA1RNXN9VPbuXwycovw3v5r+P1qGgCgqYM13h/TAUPau9ambCIijdX5PEDfffddla9PmzZNm9MSUR2q6/W8XOyt8NXkrjj2dzqW772GlOxHmLn9Akb4uSE0uINWC7kSEdUVrQLQ/PnzlZ6XlpaisLAQFhYWsLGxYQAiMkCazvVT2/W8BrdzRa9FTvjiyA18ezoJf8Sk4dSNB1g8vC2m9PLiZIlEZBC0GgX28OFDpUd+fj7i4uIQGBiInTt36rpGItIBTef60cV6XjYWZlg2sj32zwtEZ08H5BeXIfS3awj56k9cu5dT5bFPjlDjyDIiqgs67QN04cIFTJkyBX///beuTqkX7ANEDVFFH6C0nCKVy1rU1XpeMrmAH/+6jdVhcYpO0i/0aYGFw3xga6l8E7qqEWqcaZqIqlOT72+dTt9qZmaGe/fu6fKURKQjErFI47l+dP2+U3u3wJE3BmBUJ3fI5AK+PZ2EYWtP4PC1NMV+FSPUnuynlJZThNk7ohAWk6rTuojItGl1B+i3335Tei4IAlJTU7Fu3Tp4enrijz/+0FmB+sA7QNSQ6fsuy/G/M7B8XwzuPiyfPXpoe1eEBvtiwteRdTZCjYhMQ50PgxeLlW8ciUQiNGnSBIMHD8ann34Kd3fjvlXNAEQNnUwu1GiuH117VCLDl8du4JuTN1EmF2BpJkZxmbza43a+1KtWq94TUcNW58Pg5fLq/6IiIsMlEYv0GiSsLSR4K6gdxnZpinf2XMX5Ww81Oq62I9SIiCpwCWci0hsfVzu80LeFxvvrYoQaERFQgztAixYt0vika9eu1aoYIjItMrmADw5c12hfd2l5U92Tx+uzKY+IjJfGAejSpUtKz6OiolBWVoa2bdsCAOLj4yGRSNC1a1fdVkhEDVZ1s1M/7skRavruzE1Exk3jAHT8+HHF/69duxZ2dnbYvn07GjduDKB8csQXXngB/fr1032VRNQgadqnRywCrtzNwQAfF1hbSNQu6loxZH7DlACGICKqklajwJo2bYrDhw+jQ4cOSttjYmLw1FNPGf1cQBwFRlQ/IhMzMWnTWY33b9bYGqHBvnh337VaD5ln8xlRw1Pno8Byc3Nx//79Stvv37+PvLw8bU5JRCaoR0tHuEutqpyd2tXeEqGjO+CD/bG4+/ARXvruYpXn1GRRVzafEZFWo8DGjRuHF154Abt378bdu3dx9+5d/O9//8PMmTMREhKi6xqJqIHSZHbq90Z3wAg/dxx5YwBeGdAKmt6kUde8xhmniQjQMgBt3LgRI0aMwPPPPw8vLy94eXnh+eefR1BQEL766itd10hEDViQnzs2TAmAm1R5iLub1EqpL4+NhRmWjWiPj0M6aXReVUPmZXIBK/bHqrzbVLFtxf5YLsBKZAJqtRhqQUEBEhMTAQDe3t6wtbXVWWH6xD5ARPVP0z45MrmAvh8fRVpuscrzVNUHSNM+R5xxmsg41dtiqKmpqUhNTUWbNm1ga2sLHS4sT0QmpmJ26jGdm6K3t5PaDskSsQjvje5QqcmsggBg+aj2Ko/XdNQZZ5wmavi0CkCZmZkYMmQIfHx8MHLkSKSmlreZz5w5E2+88YZOCyQielJFs5m7VPXM0BtO3ET0nexK2zWdSZozThM1fFoFoIULF8Lc3BzJycmwsbFRbJ84cSLCwsJ0VhwRkTpBfu44vWQwdr7UC1881xk/zOyJFaM7wM7KDFdTcjDuqz/x9p6ryC4sURxTMepM3d0jEVTPOE1EDY9WAejw4cNYtWoVmjVrprS9TZs2uH37tk4KIyKqzuPNZr28neDjaoe3gtqiXxtnCALw41/JGPzpCfx8/g7kckGjUWdPzjhNRA2TVvMAFRQUKN35qZCVlQVLS8taF0VEVBOq5vVxtLWAlZkY93KK8Nb/rmDX+WR8MNZP0Xz25P5unAeIyKRoNQps5MiR6Nq1Kz744APY2dnhypUr8PLywnPPPQe5XI5ff/21LmqtNxwFRmQ81C2LIUJ5h+iQgKY4FJOGghIZxCJgWu8WWDjMB40szSqNOgPA2aGJjFhNvr+1CkDXrl3D4MGDERAQgGPHjmH06NG4du0asrKy8Oeff8Lb21vr4g0BAxCRcZDJBQSuOlbtshi/vtoHK/+4jgNXygdsODeywLIR7RES0BQiUXnA4ezQRMavTofBl5aW4vXXX8f+/fsRGBiIMWPGoKCgACEhIbh06ZLRhx8iMh7VrSZfsSxGclYh1j0fgB9m9YR3E1s8yC/BG79cxoSvI3E9NVer2aFlcgGRiZnYF52CyMRMTp5IZGRq3AfI3NwcV65cQePGjfHOO+/URU1ERBqp6bw+fVs744/5/bHlzyT89+gNnL/1EE9/eRqWZmK1s0OLUD479DBfN0VzGO8WERk/rUaBTZkyBZs3b9Z1LURENaLNvD4WZmK8OsAbRxYNwKiO7pDJBRSWyNQe+/jiqgDXEiNqKLQaBVZWVoYtW7bgyJEj6Nq1a6UlMNauXauT4oiIqqLJavJuaub18XCwxvrJAWge9jc2RCRW+14ZeUXVriWm6m4RERkmrQJQTEwMAgICAADx8fFKr1V0KCQiqmsV8/rM3hGlGPVVQdN5ffq3aaJRAHKxs9K4z9G5pCyuJUZk4LQKQMePH9d1HUREWqntvD7V3UUCADd7S/Ro6YgDV+5pVBPXEiMyfFoFICIiQxLk545hvm5azeFT1V2kCtYWZoi9l8u1xIgaEK3mAWroOA8QkelRNbLLzsoMJWVyFJfJIRIBk7o3x9Hr6cjIK66yz9HpJYPZB4hID2ry/c07QEREUH8X6X5eMT76/Tp+u3wPP55Lhq2FRG34AbiWGJGx4B0gFXgHiIiedPZmJkL3XUNceh4AwEwsQtljkx9yHiAi/eMdICIiHevVygkHXw/E92dvY214PPKKygAA3Vs0xot9W+KpDhz6TmRMtJoIkYjIFJlJxHihb0scf3MgJnRrBgA4f+shFv96BVv/TEKpTK7nColIU2wCU4FNYESkiUvJD/Heb9dw+W4OAKCNSyO8N7oD+rZ21nNlRKapzleDb+gYgIhIU3K5gF8u3sGqsDhkFZQAAEZ2dMPbI9ujWWMbPVdHZFoYgGqJAYjItMnkQo3nFMopLMVnR+LxXeQtyAXAylyM2QNa45UBrWBlLqmnyolMGwNQLTEAEZmu2q70/ndaLkL3XcNf/yye2qyxNf5vlC+Gd3DlUkFEdYwBqJYYgIhMU8VK70/+pVgRWzZMCdAoBAmCgINXU/HhweuKIBXY2hnvjfZFaxc73RZNRAo1+f7W+yiwkydPIjg4GB4eHhCJRNi7d6/S6yKRSOVjzZo1VZ53/fr1aNGiBaysrNCzZ0+cO3euDq+CiIxddSu9A+Urvcvk1f+bUSQS4elOHjj6xgC8Nrg1LMzEOJ3wAEGfn8IHB2KRW1Sq09qJqOb0HoAKCgrg7++P9evXq3w9NTVV6bFlyxaIRCKMHz9e7Tl/+uknLFq0CKGhoYiKioK/vz+GDx+OjIyMuroMIjJyNVnpXVM2FmZ446m2OLJwAIb5uqJMLmDz6SQM/iQCP5+/A7kGYYqI6oZBNYGJRCLs2bMHY8eOVbvP2LFjkZeXh6NHj6rdp2fPnujevTvWrVsHAJDL5fD09MRrr72GpUuXVtq/uLgYxcXFiue5ubnw9PRkExiRCdkXnYL5u6Kr3e+L5zpjTOemWr3Hifj7WLH/Gm7eLwAA+DeTInR0BwQ0b6zV+YhImVE1gdVEeno6Dh48iJkzZ6rdp6SkBBcvXsTQoUMV28RiMYYOHYrIyEiVx6xcuRJSqVTx8PT01HntRGTY6mOl9wE+TRA2vz/eGdkejSzNcPluDkK+OoNFP0cjI1f93Sci0j2jCkDbt2+HnZ0dQkJC1O7z4MEDyGQyuLq6Km13dXVFWlqaymOWLVuGnJwcxePOnTs6rZuIDF+Plo5wl1pB3TgtEcpHg/Vo6Vir97EwE+Ol/q2UZpPeHZWCQZ9EYENEIorLZLU6PxFpxqgC0JYtWzB58mRYWWn/LzBVLC0tYW9vr/QgItMiEYsQGuwLAJVCUF2s9N7EzhKrn/HHvrl90aW5AwpKZFgV9jeGf3YSR6+nw4B6JxA1SEYTgE6dOoW4uDjMmjWryv2cnZ0hkUiQnp6utD09PR1ubm51WSIRGbkgP3dsmBIAN6nyP7LcpFYaD4GvKX9PB/zv1T749Fl/NLGzxK3MQszcfgEztp5H4v18nb8fEZUzmtXgN2/ejK5du8Lf37/K/SwsLNC1a1ccPXpU0ZlaLpfj6NGjmDdvXj1USkTGLMjPHcN83Wo8E3RtiMUijO/aDMP93LDuWAI2n76JE/H3Mfyzk5jRpwVeH9oG9lbmdfb+RKZI73eA8vPzER0djejoaABAUlISoqOjkZycrNgnNzcXv/zyi9q7P0OGDFGM+AKARYsWYdOmTdi+fTuuX7+O2bNno6CgAC+88EKdXgsRNQwSsQi9vZ0wpnNT9PZ2qtPw87hGlmZYOqIdDi8cgCHtXFAmF/Dt6SQMWhOBXeeSNZqDiIg0o/c7QBcuXMCgQYMUzxctWgQAmD59OrZt2wYA2LVrFwRBwKRJk1SeIzExEQ8ePFA8nzhxIu7fv493330XaWlp6Ny5M8LCwip1jCYiMkQtnW2xeUZ3RMRl4IMDsUi8X4Clu6/i+7O3ERrcodYdsYnIwOYBMhRcCoOIDEWpTI7vIm/j8yPxyCsqAwAE+3tg6Yh2aOpgrefqiAwL1wKrJQYgIjI0mfnF+ORwPHadT4bwz2rzrw7wxiv9vWFtwdXmiQAGoFpjACIiQ3XtXg5W7I9VLMnhIbXC0pHtEdzJnavNk8ljAKolBiAiMmSCIOD3q2n46PfrSMl+BADo5tUYocEd0LGZVM/VEekPA1AtMQARkTEoKpXhm5M3sSEiEY9KZRCJgGe7NsObw9vWaskOImPFAFRLDEBEpCsyuVDncwql5jzCqj/+xt7oewDKh9PPHdQaLwa2gKUZ+weR6WAAqiUGICLShbCYVKzYH4vUnH8XOnWXWiE02LdOZpW+ePsh3t9/DZfv5gAAvJxs8PbI9njK15X9g8gkMADVEgMQEdVWWEwqZu+IwpN/wVbEkLpaWkMuF7DnUgpWhf2NjLxiAEDf1k5Y/rQv2rnx7zNq2Gry/a33maCJiBoamVzAiv2xlcIPAMW2Fftj62Rm54plNY6/ORBzB3nDwkyMPxMyMfKLU3hnz1Vk5hfr/D2JjBEDEBGRjp1LylJq9nqSACA1p0gxlL0u2FqaYfHwdji6aABGdnSDXAB++CsZA9dEYNPJmygpk9fZexMZAwYgIiIdy8hTH3602a82PB1t8NXkrvjp5V7o4GGPvOIyfPj7dTz12QmEx6aDvSDIVDEAERHpmKZD0OtzqHrPVk74bV4gVj/TCU3sLHErsxAvfXcBUzefw99pufVWB5GhYAAiItKxHi0d4S61grpxVyKUjwar70VNJWIRJnTzxPE3B2LOwPL+QacTHrB/EJkkBiAiIh2TiEUIDfYFgEohqOJ5aLCvzucD0lQjSzO8FaS6f9DXJxJRXCbTS11E9YnD4FXgMHgi0oX6ngdIW3/dzMQHB2MRk1LeFNbc0QZvj2yH4R3cOH8QGRXOA1RLDEBEpCv1MRO0Lurq5tUYe6NTsOZQnGL+oJ4tHbH8aV/4NeX6YmQcGIBqiQGIiBqyqu5M9WvTBBtPJOKbkzdRXCaHSAQ8E9AMi4e3hYs91xcjw8YAVEsMQETUUGk6Q3VKdvn6Yr9dLl9fzMZCgtkDvPFS/1awMuf6YmSYOBM0ERFVUpMZqps6WOO/k7pg95w+6OzpgMISGT4Nj8fgTyKwLzoF8jqYxZqoPjEAERGZCG1mqA5o3hh75vTBF891hofUCvdyijB/VzTGbTiDC7fqbibr+iSTC4hMzMS+6BREJmbWyRIlZHjM9F0AERHVD21nqBaJRBjTuSmGd3DD5tNJ+Op4Ai7fycYzGyMxqqM7lo5oB09Hm7oouc4Zy0g90j3eASIiMhG1naHaylyCuYNa4/jigXiuuydEIuDg1VQM+fQEVv5xHblFpbost85V9Id68q5YWk4RZu+IQlhMqp4qo/rAAEREZCJ0NUO1i50VPh7fCQdf64e+rZ1QIpPj6xM3MXBNBL4/extlMsNbaPXJZq6SMrnG/aGoYeIoMBU4CoyIGqqKux4AlL78nxwFpilBEHA8LgP/OXgdN+8XAADauDTC2yPbY2DbJgYxkaKqZi5HW3NkFVR/x2rnS73Q29upLssjHeIoMCIiUinIzx0bpgTATarczOUmtapx+AHK+wcNbueKQwv64/0xHdDYxhw3MvLxwrbzmLr5HK6n6nehVXXNXJqEH0DzflNkfHgHSAXeASKihq6uZqjOeVSK9ccTsO3PWyiRySECMLBtE3w0riPcHaxrX3h1YmOBdeuA48chCAL227XCRr8RiHVtpdXpeAfIuPAOEBERVUkiFqG3txPGdG6K3t5OOlueQ2ptjoDmDpDalA8yFgAcj7uPPh8fw2s/RqGwpEwn76PSzp2Avz+wZw8wZAjSeg1At7jzOLBtPiZFh9XoVJr2hyLjxWHwRESkM+pmmhYA7L+SipM3HmD5074I6dIUYl2uiRYfD0ybBjz/PLBpE2BhgXPRKVjkMgrvHv0GHx5ajyturXHNrXW1p6qoKjTY1yDWbaO6wTtARESkE1XNNF0h51Ep3vzlMoLXncaZhAe6e/OvvgIcHICvvwYsLACUj1aTiSVYMeRl3LN3xoyLB1Qe6mhrofRc2/5QZFx4B4iIiHSiupmmK1ibS3DtXi6e//YvDG7ngmUj2qGNq13t3vzUKWDMGMDq387dFcP+03KK8EfbvnjqxlmlQ0QoDzsnFg/CxdsPlfpDAUBkYqbO+0iR4WAAIiIinUjLeaTRfv/3dHvcSM/HjrO3cezvDETEZeC5Hs2xcKgPmthZavfmIhHwxJgeiViE0GBfzN4RBbEgQHhsBqSK/1s+qn2l8BMem8bZoU0AR4GpwFFgREQ1ExaTirf3xCCroKTafStGVt28n49VYX/j0LV0AICthQSzB3pjZmArWFvUcMX5N94Atm0D7t4FrJVHmx2KvoPOA7viuFcXLB3xOoDyQDPa3x2/XU5VCjoONubILqw8RF7beZKoftXk+5sBSAUGICIizanr+Pykiian00sGKzUnnUvKwocHY3H5bg4AwM3eCm8Ob4txXZpq3uyUkAB06ACMHw9s2fJvU1hJCTBvHoTNm3Fl3zHcatYaLnZWeFhQgrk/Vl+zJvWT4WAAqiUGICIizcjkAgJXHdOo748I6u+gyOUCDlxNxao//kZKdnlTWnt3e7w9sh36tWmiUR0JX21Dm4WvQGZnD8n4cRBLJMC+fUBGBrB5MzBjRo1rVoVzAxkuzgNERET1QtOOz4625lU2H4nFIoz298DRNwbg7ZHtYGdlhuupuZi6+Rymbal6RumwmFQErjqG4XddMPiFdfjOOxCJB44h79hJICQEuHpVEX5qUrM6nB26YWAnaCIi0pqmYWD50x006jtjZS7By/298WxXT3x5LAHfn72Fk/H3cerGfTwT0AxvPNVWaRmPJ5vfbjk2xQdDXlLus+Or/L61DTAudlbV70QGj3eAiIhIa5qGATf7moWGxrYWeDfYF0cWDcCoju4QBOCXi3cx8JPj+ORQHPKKSqucd6iqFd1rE2AcbMw5O3QDwQBERERaq5hrR12X4NouKeHlZIv1kwOwZ04fdG/RGEWlcqw7noCBayLwn4OxVTZlCQBSc4pwLimrRjVX5YU+LdkBuoFgACIiIq1VzLUDoFKg0OWSEl2aN8bPr/TG11O7opWzLTILSrD1z1saHftkk1dVNVfFwcYc8wZXv5QGGQcGICIiqpUgP3dsmBKg1DcH0P2SEiKRCMM7uOHQwv74YEwH2Ftp1o1VVZOXupqr8nFIR979aUA4DF4FDoMnIqo5mVzAuaSsels+IruwBIGrjiG/WKbydU3m7Xm85lsPCrDlzyTkPFJesd7Bxhwfh3TkBIhGgMPgiYio3knEIvT2dsKYzk3R29upzu+WONhY4JNn/dW+LqD65reKmi3NxPj8yI1K4QcAclTMDE3GjwGIiIiMVpCfOzZOCYC7iqYsSzMx4tPzUVhSOdQ8TpNV7FWNJiPjxnmAiIjIqAX5uWOYr5uiKetBfgn2Rafgyt0crA2Px/dnb2PB0DaY2M0TZpLK/+6vbmLEx0eTcQbohoMBiIiIjF5FU1aFF/u2wMGrqVgdFofkrEK8sycGm08n4a3h7TC8gytEon+bxTSdGJEzQDcsbAIjIqIGRyQS4elOHjiyaADeC/aFo60Fbt4vwKs7LuKZjZG4cOvfuYE0nRiRM0A3LAxARETUYFmYiTGjb0ucWDwQrw1uDWtzCS7efohnNkZi1vYLuJGeV+eTOZJh4jB4FTgMnoioYcrILcLnR2/gp/N3IJMLEIuACd084e8pxdu7YwBAqTO00ppiHAZv8Gry/c0ApAIDEBFRw5aQkY81h/7GoWvpAAALiRjt3e1wO6sA2YX/jhpzl1ohNNiX4cdIMADVEgMQEZFpWH/8Bj4/cgOlsn+/Cq0tJHi2a1OM8POo88kcSbdq8v3NUWBERNRg1GQ26rCYVHxyKL7S/D+PSmT4LjIZIojY76cBYwAiIqIGISwmFSv2K68Qr64JS5PJD7dH3kbkzUwsCWqHwe1clIbOk/HjKDAiIjJ6YTGpmL0jqtKEhmk5RZi9IwphMalK26ub/LBCfHo+Zm6/gAlfR+Li7axq9yfjwQBEREQGQSYXEJmYiX3RKYhMzNR46Ymq7uZUbHtyKQtNJzUc0t4FlmZinL/1EOM3ROKl78qHzpPxYxMYERHpXU2ar56kzVIWtx4UaFTXrMBW+HBsR3x+JB4/X7iD8Nh0HL2ejpCAZlg4zAdNHaw1Og8ZHt4BIiIivapp89WTarqURVhMKj47cqPKfR+f/NBNaoWPx3fC4YUDENTBDXIB+PXiXQxaE4EPDsQiq6BEo/cnw6L3AHTy5EkEBwfDw8MDIpEIe/fuVXpdJBKpfKxZs0btOVeuXInu3bvDzs4OLi4uGDt2LOLi4ur4SoiIqKa0ab56Uk2Wsqh4P02EBvsqjSBr7dIIG6d2xZ45fdCrlSNKZHJsPp2E/quP479Hb6CguOpV58mw6D0AFRQUwN/fH+vXr1f5empqqtJjy5YtEIlEGD9+vNpznjhxAnPnzsXZs2cRHh6O0tJSPPXUUygo0OyWJxER1Y+aNF+pU5OlLDTt/LxgqI/aprcuzRtj50u98N2LPdDBwx75xWVYGx6PAWuOY/uZWygpk1d7ftI/vfcBGjFiBEaMGKH2dTc3N6Xn+/btw6BBg9CqVSu1x4SFhSk937ZtG1xcXHDx4kX079+/dgUTEZHO6GIldolYhNBgX8zeEQURVC9lUXE3R9P3a+FsU+XrIpEI/X2aILC1Mw5eTcWnh+NwK7MQob9dw7enb2LRMB+M9m/KSRQNmN7vANVEeno6Dh48iJkzZ9bouJycHACAo6PqCa2Ki4uRm5ur9CAiorqnq5XYg/zcsWFKANykyvu5Sa2U1vHS9crvYrEIwf4eCF80AP8Z64cmdpa4k/UIC3+6jJFfnMKR2HRwwQXDpPc7QDWxfft22NnZISQkRONj5HI5FixYgL59+8LPz0/lPitXrsSKFSt0VSYREWmoovkqLadIZT8gEcpDjCYzMgf5uWOYr1uVM0Hr8v0eZy4RY0ovL4QENMW2M7ewMSIRcel5mPXdBQQ0d8BbQe3Qq5VTjc5Jdcuo7gBt2bIFkydPhpWVZskcAObOnYuYmBjs2rVL7T7Lli1DTk6O4nHnzh1dlEtERNWoaL4CUKkPz5PNV5qer7e3E8Z0bore3k6VjtP1+z3JxsIMcwa2xqm3BmP2QG9YmYsRlZyN5745i+lbziEmJUer85LuGU0AOnXqFOLi4jBr1iyNj5k3bx4OHDiA48ePo1mzZmr3s7S0hL29vdKDiIjqh6bNV8b0flIbcywJaoeTiwdhSq/mMBOLcCL+Pp7+8jTm/RiFJA3nIaK6Y1CrwYtEIuzZswdjx46t9NqMGTMQExODCxcuVHseQRDw2muvYc+ePYiIiECbNm1qVAdXgyciqn81WcjU2N7vdmYBPguPx77L9yAI5Xeinu3aDK8PaQMPTqaoMzX5/tZ7AMrPz0dCQgIAoEuXLli7di0GDRoER0dHNG/eHED5Bbm7u+PTTz/Fq6++WukcQ4YMwbhx4zBv3jwAwJw5c/Djjz9i3759aNu2rWI/qVQKa+vqf9AYgIiIqC5cT83FJ4ficPTvDACAhZkYU3t5Yc5Abzg1stRzdcbPqAJQREQEBg0aVGn79OnTsW3bNgDAN998gwULFiA1NRVSqbTSvi1atMCMGTPw3nvvAYDaFXu3bt2KGTNmVFsTAxAREdWlC7eysPpQnGJ+I1sLCWYGtsSs/q1gb2Wu5+qMl1EFIEPEAERERHVNEAScuvEAaw7F4eo/naOl1uaYPdAb03u3gLWFRM8VGh8GoFpiACIiovoiCALCYtLwyeE4JN4v7xztYmeJ14a0wcRunrAwM5rxSnrHAFRLDEBERFTfZHIBey6l4LPweKRkPwIAeDpaY/4QH4zrwlmlNcEAVEsMQEREpC/FZTL8dP4O/ns0AQ/yiwEA3k1ssWhYW4zwc4OYQUgtBqBaYgAiIiJ9e1Qiw/bIW9h4IhHZhaUAAF93e7w53AeD2rqoHfBjyhiAaokBiIiIDEVuUSk2n0rC5tNJyC8uAwAENHfAm8Pboo+3s56rMywMQLXEAERERIYmq6AEX59IxPbIWygqlQMA+rZ2whtPtUVA88Z6rs4wMADVEgMQEREZqozcIqw7noCd55JRKiv/Ch/SzgULh/nAr2nlufJMCQNQLTEAERGRobuTVYj/Hr2B3ZdSIJOXf5WP7OiGhUN90MbVTs/V6QcDUC0xABERkbG4eT8fXxy9gd/+WWdMJALGdm6K+UPaoIWzrb7Lq1cMQLXEAERERMYmLi0Pn4XHI+xaGoB/F1x9bUgbNDWRBVcZgGqJAYiIiIxVTEoO1obH41jFgqsSMZ7r4Ym5g1rD1d5Kz9XVLQagWmIAIiIiY3fx9kOsDY/DnwmZAABLMzGm9PLCqwO80cSuYa48zwBUSwxARETUUJxJfIDPwuNx/tZDAIC1uQTT+njhlf7ecLS10HN1usUAVEsMQERE1JBUrDz/aXg8Lt/JBgDYWkjwQt+WeKlfK0htzPVboI4wANUSAxARETVEgiDg2N8ZWBsej2v3cgEAdlZmmBXYCi8EtoC9lXEHIQagWmIAIiKihkwQBBy6lo7PwuMRl54HAJBam+Pl/q0wvU8LNLI003OF2mEAqiUGICIiMgVyuYCDV1Px+ZF4JN4vAAA0tjHHy/29Ma23F2yNLAgxANUSAxAREZkSmVzA/sv38MXRG0h6UB6EnGwt8MqAVpjaqwWsLSR6rlAzDEC1xABERESmqEwmx77oe/jvsRu4nVkIAHBuZInZA70xuWdzWJkbdhBiAKolBiAiIjJlpTI59lxKwX+P3sDdh48AAC52lpgz0BvP9TDcIMQAVEsMQEREROVB6H8X7+LLYwlIyS4PQq72lpgzsDUmdvc0uCDEAFRLDEBERET/KimT45eLd7D+WALu5RQBANzsrTBnkDcmdveEpZlhBCEGoFpiACIiIqqsuEyGny/cxVfHE5D6TxByl1phzkBvTDCAIMQAVEsMQEREROoVl8nw8/k7WH88EWm5jwWhQa0xoVszvQUhBqBaYgAiIiKqXnGZDD+dv4OvHgtCHv8EoWf1EIQYgGqJAYiIiEhzRaX/BKGIBKTnFgPQT9MYA1AtMQARERHVXFGpDLvOJWPDiURFEKroLD2hW92PGmMAqiUGICIiIu0Vlcrw8wXlprH6GD7PAFRLDEBERES1V9FZ+quIRMWoMVd7S7w6wBuT6mBCRQagWmIAIiIi0p2K4fMbjv87j5CLnSUOvB4IFzsrnb1PTb6/jWuZVyIiIjI6lmYSTO3lhQndmuGXf+YRau5ko9PwU1MMQERERFQvLM0kmNLLCxO6eSKroESvtYj1+u5ERERkcizMxHCT6u/uD8AARERERCaIAYiIiIhMDgMQERERmRwGICIiIjI5DEBERERkchiAiIiIyOQwABEREZHJYQAiIiIik8MARERERCaHAYiIiIhMDgMQERERmRwGICIiIjI5DEBERERkcsz0XYAhEgQBAJCbm6vnSoiIiEhTFd/bFd/jVWEAUiEvLw8A4OnpqedKiIiIqKby8vIglUqr3EckaBKTTIxcLse9e/dgZ2cHkUik03Pn5ubC09MTd+7cgb29vU7PbQga8vU15GsDeH3GrCFfG8DrM2b1fW2CICAvLw8eHh4Qi6vu5cM7QCqIxWI0a9asTt/D3t6+wf2gP64hX19DvjaA12fMGvK1Abw+Y1af11bdnZ8K7ARNREREJocBiIiIiEwOA1A9s7S0RGhoKCwtLfVdSp1oyNfXkK8N4PUZs4Z8bQCvz5gZ8rWxEzQRERGZHN4BIiIiIpPDAEREREQmhwGIiIiITA4DEBEREZkcBqA6sH79erRo0QJWVlbo2bMnzp07V+X+v/zyC9q1awcrKyt07NgRv//+ez1VWjMrV65E9+7dYWdnBxcXF4wdOxZxcXFVHrNt2zaIRCKlh5WVVT1VrLn33nuvUp3t2rWr8hhj+dwAoEWLFpWuTyQSYe7cuSr3N/TP7eTJkwgODoaHhwdEIhH27t2r9LogCHj33Xfh7u4Oa2trDB06FDdu3Kj2vDX93a0LVV1baWkplixZgo4dO8LW1hYeHh6YNm0a7t27V+U5tfn5rivVfXYzZsyoVGtQUFC15zWEzw6o/vpU/R6KRCKsWbNG7TkN5fPT5DugqKgIc+fOhZOTExo1aoTx48cjPT29yvNq+/taWwxAOvbTTz9h0aJFCA0NRVRUFPz9/TF8+HBkZGSo3P/MmTOYNGkSZs6ciUuXLmHs2LEYO3YsYmJi6rny6p04cQJz587F2bNnER4ejtLSUjz11FMoKCio8jh7e3ukpqYqHrdv366nimumQ4cOSnWePn1a7b7G9LkBwPnz55WuLTw8HADw7LPPqj3GkD+3goIC+Pv7Y/369SpfX716Nf773/9i48aN+Ouvv2Bra4vhw4ejqKhI7Tlr+rtbV6q6tsLCQkRFRWH58uWIiorC7t27ERcXh9GjR1d73pr8fNel6j47AAgKClKqdefOnVWe01A+O6D663v8ulJTU7FlyxaIRCKMHz++yvMawuenyXfAwoULsX//fvzyyy84ceIE7t27h5CQkCrPq83vq04IpFM9evQQ5s6dq3guk8kEDw8PYeXKlSr3nzBhgjBq1CilbT179hReeeWVOq1TFzIyMgQAwokTJ9Tus3XrVkEqldZfUVoKDQ0V/P39Nd7fmD83QRCE+fPnC97e3oJcLlf5urF8boIgCACEPXv2KJ7L5XLBzc1NWLNmjWJbdna2YGlpKezcuVPteWr6u1sfnrw2Vc6dOycAEG7fvq12n5r+fNcXVdc3ffp0YcyYMTU6jyF+doKg2ec3ZswYYfDgwVXuY6if35PfAdnZ2YK5ubnwyy+/KPa5fv26AECIjIxUeQ5tf191gXeAdKikpAQXL17E0KFDFdvEYjGGDh2KyMhIlcdERkYq7Q8Aw4cPV7u/IcnJyQEAODo6Vrlffn4+vLy84OnpiTFjxuDatWv1UV6N3bhxAx4eHmjVqhUmT56M5ORktfsa8+dWUlKCHTt24MUXX6xysV9j+dyelJSUhLS0NKXPRyqVomfPnmo/H21+dw1FTk4ORCIRHBwcqtyvJj/f+hYREQEXFxe0bdsWs2fPRmZmptp9jfmzS09Px8GDBzFz5sxq9zXEz+/J74CLFy+itLRU6bNo164dmjdvrvaz0Ob3VVcYgHTowYMHkMlkcHV1Vdru6uqKtLQ0lcekpaXVaH9DIZfLsWDBAvTt2xd+fn5q92vbti22bNmCffv2YceOHZDL5ejTpw/u3r1bj9VWr2fPnti2bRvCwsKwYcMGJCUloV+/fsjLy1O5v7F+bgCwd+9eZGdnY8aMGWr3MZbPTZWKz6Amn482v7uGoKioCEuWLMGkSZOqXGiypj/f+hQUFITvvvsOR48exapVq3DixAmMGDECMplM5f7G+tkBwPbt22FnZ1dtE5Ehfn6qvgPS0tJgYWFRKYxX9x1YsY+mx+gKV4MnrcydOxcxMTHVtkP37t0bvXv3Vjzv06cP2rdvj6+//hoffPBBXZepsREjRij+v1OnTujZsye8vLzw888/a/SvM2OyefNmjBgxAh4eHmr3MZbPzZSVlpZiwoQJEAQBGzZsqHJfY/r5fu655xT/37FjR3Tq1Ane3t6IiIjAkCFD9FiZ7m3ZsgWTJ0+udoCBIX5+mn4HGDLeAdIhZ2dnSCSSSj3e09PT4ebmpvIYNze3Gu1vCObNm4cDBw7g+PHjaNasWY2ONTc3R5cuXZCQkFBH1emGg4MDfHx81NZpjJ8bANy+fRtHjhzBrFmzanScsXxuABSfQU0+H21+d/WpIvzcvn0b4eHhVd79UaW6n29D0qpVKzg7O6ut1dg+uwqnTp1CXFxcjX8XAf1/fuq+A9zc3FBSUoLs7Gyl/av7DqzYR9NjdIUBSIcsLCzQtWtXHD16VLFNLpfj6NGjSv+aflzv3r2V9geA8PBwtfvrkyAImDdvHvbs2YNjx46hZcuWNT6HTCbD1atX4e7uXgcV6k5+fj4SExPV1mlMn9vjtm7dChcXF4waNapGxxnL5wYALVu2hJubm9Lnk5ubi7/++kvt56PN766+VISfGzdu4MiRI3BycqrxOar7+TYkd+/eRWZmptpajemze9zmzZvRtWtX+Pv71/hYfX1+1X0HdO3aFebm5kqfRVxcHJKTk9V+Ftr8vupMnXaxNkG7du0SLC0thW3btgmxsbHCyy+/LDg4OAhpaWmCIAjC1KlThaVLlyr2//PPPwUzMzPhk08+Ea5fvy6EhoYK5ubmwtWrV/V1CWrNnj1bkEqlQkREhJCamqp4FBYWKvZ58vpWrFghHDp0SEhMTBQuXrwoPPfcc4KVlZVw7do1fVyCWm+88YYQEREhJCUlCX/++acwdOhQwdnZWcjIyBAEwbg/twoymUxo3ry5sGTJkkqvGdvnlpeXJ1y6dEm4dOmSAEBYu3atcOnSJcVIqI8//lhwcHAQ9u3bJ1y5ckUYM2aM0LJlS+HRo0eKcwwePFj48ssvFc+r+901hGsrKSkRRo8eLTRr1kyIjo5W+j0sLi5We23V/XwbyvXl5eUJb775phAZGSkkJSUJR44cEQICAoQ2bdoIRUVFaq/PUD676q6vQk5OjmBjYyNs2LBB5TkM9fPT5Dvg1VdfFZo3by4cO3ZMuHDhgtC7d2+hd+/eSudp27atsHv3bsVzTX5f6wIDUB348ssvhebNmwsWFhZCjx49hLNnzypeGzBggDB9+nSl/X/++WfBx8dHsLCwEDp06CAcPHiwnivWDACVj61btyr2efL6FixYoPizcHV1FUaOHClERUXVf/HVmDhxouDu7i5YWFgITZs2FSZOnCgkJCQoXjfmz63CoUOHBABCXFxcpdeM7XM7fvy4yp/FimuQy+XC8uXLBVdXV8HS0lIYMmRIpev28vISQkNDlbZV9btbX6q6tqSkJLW/h8ePH1ec48lrq+7nuz5VdX2FhYXCU089JTRp0kQwNzcXvLy8hJdeeqlSkDHUz04Qqv/ZFARB+PrrrwVra2shOztb5TkM9fPT5Dvg0aNHwpw5c4TGjRsLNjY2wrhx44TU1NRK53n8GE1+X+uC6J9iiIiIiEwG+wARERGRyWEAIiIiIpPDAEREREQmhwGIiIiITA4DEBEREZkcBiAiIiIyOQxAREREZHIYgIiIiMjkMAARkV60aNECn3/+ub7LqDcDBw7EggUL9F0GEf2DAYiITN7OnTshkUgwd+5cfZdCRPWEAYiITN7mzZvx1ltvYefOnSgqKtJ3OURUDxiAiKhODBw4EPPmzcO8efMglUrh7OyM5cuX4/HlBwsLC/Hiiy/Czs4OzZs3xzfffKN0jiVLlsDHxwc2NjZo1aoVli9fjtLSUsXrly9fxqBBg2BnZwd7e3t07doVFy5cULx++vRp9OvXD9bW1vD09MTrr7+OgoICpfdISkrCmTNnsHTpUvj4+GD37t1Kr2/btg0ODg44dOgQ2rdvj0aNGiEoKAipqamKfcrKyvD666/DwcEBTk5OWLJkCaZPn46xY8eq/fMpLi7Gm2++iaZNm8LW1hY9e/ZERERETf6IiagWGICIqM5s374dZmZmOHfuHL744gusXbsW3377reL1Tz/9FN26dcOlS5cwZ84czJ49G3FxcYrX7ezssG3bNsTGxuKLL77Apk2b8Nlnnylenzx5Mpo1a4bz58/j4sWLWLp0KczNzQEAiYmJCAoKwvjx43HlyhX89NNPOH36NObNm6dU49atWzFq1ChIpVJMmTIFmzdvrnQdhYWF+OSTT/D999/j5MmTSE5Oxptvvql4fdWqVfjhhx+wdetW/Pnnn8jNzcXevXur/LOZN28eIiMjsWvXLly5cgXPPvssgoKCcOPGjRr9GRORlup8vXkiMkkDBgwQ2rdvL8jlcsW2JUuWCO3btxcEQRC8vLyEKVOmKF6Ty+WCi4uLsGHDBrXnXLNmjdC1a1fFczs7O2Hbtm0q9505c6bw8ssvK207deqUIBaLhUePHgmCIAgymUzw9PQU9u7dKwiCINy/f1+wsLAQbt68qThm69atAgAhISFBsW39+vWCq6ur4rmrq6uwZs0axfOysjKhefPmwpgxY5T+PObPny8IgiDcvn1bkEgkQkpKilJ9Q4YMEZYtW6b2+olId3gHiIjqTK9evSASiRTPe/fujRs3bkAmkwEAOnXqpHhNJBLBzc0NGRkZim0//fQT+vbtCzc3NzRq1Aj/93//h+TkZMXrixYtwqxZszB06FB8/PHHSExMVLx2+fJlbNu2DY0aNVI8hg8fDrlcjqSkJABAeHg4CgoKMHLkSACAs7Mzhg0bhi1btihdh42NDby9vRXP3d3dFXXm5OQgPT0dPXr0ULwukUjQtWtXtX8uV69ehUwmg4+Pj1J9J06cULoGIqo7ZvougIhMV0VzVQWRSAS5XA4AiIyMxOTJk7FixQoMHz4cUqkUu3btwqeffqrY/7333sPzzz+PgwcP4o8//kBoaCh27dqFcePGIT8/H6+88gpef/31Su/bvHlzAOWdn7OysmBtba14TS6X48qVK1ixYgXEYrHaOoXH+jLVVH5+PiQSCS5evAiJRKL0WqNGjbQ+LxFpjgGIiOrMX3/9pfT87NmzaNOmTaUvfVXOnDkDLy8vvPPOO4ptt2/frrSfj48PfHx8sHDhQkyaNAlbt27FuHHjEBAQgNjYWLRu3Vrl+TMzM7Fv3z7s2rULHTp0UGyXyWQIDAzE4cOHERQUVG2dUqkUrq6uOH/+PPr37684R1RUFDp37qzymC5dukAmkyEjIwP9+vWr9j2ISPcYgIioziQnJ2PRokV45ZVXEBUVhS+//FLpDk5V2rRpg+TkZOzatQvdu3fHwYMHsWfPHsXrjx49wuLFi/HMM8+gZcuWuHv3Ls6fP4/x48cDKB9B1qtXL8ybNw+zZs2Cra0tYmNjER4ejnXr1uH777+Hk5MTJkyYoNRMBwAjR47E5s2bNQpAAPDaa69h5cqVaN26Ndq1a4cvv/wSDx8+rHTeCj4+Ppg8eTKmTZuGTz/9FF26dMH9+/dx9OhRdOrUCaNGjdLofYlIewxARFRnpk2bhkePHqFHjx6QSCSYP38+Xn75ZY2OHT16NBYuXIh58+ahuLgYo0aNwvLly/Hee+8BKO9nk5mZiWnTpiE9PR3Ozs4ICQnBihUrAJT3Lzpx4gTeeecd9OvXD4IgwNvbGxMnTgQAbNmyBePGjVMZUsaPH4+pU6fiwYMHGtW6ZMkSpKWlYdq0aZBIJHj55ZcxfPjwKu90bd26Ff/5z3/wxhtvICUlBc7OzujVqxeefvppjd6TiGpHJNSmIZuISI2BAweic+fOJrXcRQW5XI727dtjwoQJ+OCDD/RdDhGpwDtARES1dPv2bRw+fBgDBgxAcXEx1q1bh6SkJDz//PP6Lo2I1OAweCKiWhKLxdi2bRu6d++Ovn374urVqzhy5Ajat2+v79KISA02gREREZHJ4R0gIiIiMjkMQERERGRyGICIiIjI5DAAERERkclhACIiIiKTwwBEREREJocBiIiIiEwOAxARERGZnP8HCO73xEkG+t8AAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61677.0 61678.0 44 1 Parameter('H', value=16.301391571774733, unit=mag) Parameter('G12', value=0.6550893922041363, unit=, bounds=[0, 1])\n", + "[0.08458144] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61677\n", + "plots/phase_curve_6098332225018000_61677.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61939.0 61940.0 45 1 Parameter('H', value=16.301972143340066, unit=mag) Parameter('G12', value=0.6581275058821329, unit=, bounds=[0, 1])\n", + "[0.02298059] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61939\n", + "plots/phase_curve_6098332225018000_61939.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61940.0 61941.0 46 1 Parameter('H', value=16.303027569705602, unit=mag) Parameter('G12', value=0.6636411269137679, unit=, bounds=[0, 1])\n", + "[-0.02772438] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61940\n", + "plots/phase_curve_6098332225018000_61940.png\n" + ] + }, + { + "data": { + "image/png": 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cQXxGAdwcbRE22A8bjt5Uqa7Qw6r6fri2GBERqUKd72+OASKtc21six+fD5GPCVqxO07t8ANwXBAREekOAxDphGtjW/wwqyes6jmGRwSQlleCs0kstEhERNrDAEQ6k5hVhAot9dyoWpmaiIhIFQYNQMeOHUNoaCiaN28OQRCwc+fOGvtcu3YNY8eOhUQigYODA3r06IGUlJRaz5ubm4uwsDB4enrC1tYW/v7+2Ldvn46ugpTRZmhRtTI1ERGRKgxaCbqoqAhBQUF47rnnMHHixBrvJyYmol+/fpg1axZWrlwJJycnXL16FXZ2yr8My8rKMHz4cLi5ueG3335DixYtkJycDGdnZx1eCSmiamhxcbDG/aLyWitO9/R10WrbiIjIvBk0AI0aNQqjRo1S+v4bb7yB0aNH48MPP5Rv8/Pzq/WcmzZtQk5ODk6dOgVra2sAgI+Pj1baS+qpazkNoHKq+/IxHRD200UIQLX9Hq44zXpARESkTUY7Bkgmk2Hv3r3w9/fHiBEj4ObmhpCQEIWPyR62e/du9O7dG2FhYXB3d0dgYCDee+89SKVSpceUlpYiPz+/2g/VX23LaVSZEtIKozs3V6niNBERkbYY7WKomZmZKCwsxPvvv4933nkHH3zwAfbv34+JEyfiyJEjGDhwoMLjbt68icOHD2PKlCnYt28fEhIS8NJLL6G8vBwrVqxQeMyqVauwcuVKXV6O2apaTuPRxU9tLAWUSUWsPZKAzi2dMTLQE8MDPFSqOE1ERFRfRlMIURAE7NixA+PHjwcA3L17Fy1atMDkyZPx008/yfcbO3YsHBwcsHXrVoXn8ff3R0lJCZKSkmBpaQkAWLNmDVavXo20NMULbZaWlqK0tFT+Oj8/H15eXiyEqEWPLqfRqYUEYT9F4+j1LNhYWuDzyV0xMtDD0M0kIiIT1iAKIbq6usLKygoBAQHVtnfo0KHWWWCenp7w9/eXh5+qY9LT01FWVqbwGFtbWzg5OVX7Ie2ytBDQ268pxnVpgd5+TdHYzgrfTO+O0Z08UCaVIeynaPx+4Y6hm0lERGbCaAOQjY0NevTogfj4+Grbr1+/Dm9vb6XH9e3bFwkJCZDJZNWO8fT0hI2Njc7aS+qzsbLA5093xRPBLSGViXj110v4PuqWoZtFRERmwKABqLCwEDExMYiJiQEAJCUlISYmRt7Ds2TJEvz888/45ptvkJCQgLVr12LPnj146aWX5OeYPn06XnvtNfnruXPnIicnBwsWLMD169exd+9evPfeewgLC9PrtZFqrCwt8MGkzpjZxwcA8Oauq1h3JAFSmYioxGzsiklFVGI2l8IgIiKtMugYoMjISAwePLjG9hkzZiA8PBxA5bT2VatW4c6dO2jXrh1WrlyJcePGyfcdNGgQfHx85PsDQFRUFBYuXIiYmBi0aNECs2bNwtKlS6s9FqsNF0PVP1EU8UnEdXx+OAEA4GBriaLSf2fucWV4IiKqC1eDrycGIMNZ9EsMtken1tjOleGJiKguDWIQNJmfqsdeinBleCIi0iYGIDIIRWN8ziblVKsV9CiuDE9ERNpitIUQqeHaH5tWozCip8QOo1WsA8SV4YmIqL4YgEiv9semYe6W6Bprg6XnlWDjyVsqnYMrwxMRUX3xERjpjVQmYuWeOIULo1ZtsxCUrxsGVL5X8VCNJyIiIk0wAJHe1DXGBwBkYmUYUhaCRADPhZ/D7kt3td08IiIyIwxApDeqjt15rq9PjZXhPSV2+GJyF4zp5IlyqYj5Wy/i2+M3ddFMIiIyAxwDRHqj6tid4QEeeGNMgMKV4cd0ao5mjrYIP3UL7+y9hru5JXhjTAeuGk9ERGphACK96enrAk+JHdLzShSOAxIAeEj+DTu9/ZrW2MfCQsCK0AB4Suyw6s+/selkElJyivHZ013gYMu/zkREpBo+AiO9sfwnvAA1x/hUvV4RGlBnb44gCHhhoB++mNwVNlYWOHgtA09siEJa3gPtN5qIiBokBiDSq5GBnlg/tVuNMT4eEju1l7kIDWqOrc/3QlMHG8Sl5WP8upOITc3TdpOJiKgB4lpgCnAtMN2rqvz86BgfTdzOKcZz4edwI7MQjawt8dnTXfBYR9WKKhIRUcPBxVDriQHI9OSXlCPsx2gcv3EPggC8PqoDZvf3hSBwcDQRkbngYqhkdpzsrLF5Zg9MCWkFUQTe3XcNr++IRbmURROJiKgmBiBqMKwsLfDO+EAsfzwAggBsPZuCZzefQ96DckM3jYiIjAwDEDUogiBgVj9ffDOtO+xtLHEi4R4mfnkSSfeKFK5AT0RE5oljgBTgGKCG4erdPMwKP4/0/BLY21jCzsoCOcX/9gZ5SuywIjRArZlnRERkvDgGiAhAx+YS7H65L1o3c0BxmbRa+AEqV6CfuyUa+2PTDNRCIiIyFAYgatCaOtiiuLRC4XtVXZ8r98TxcRgRkZnRaO2A3bt3K9wuCALs7OzQpk0b+Pr61qthRNpwNikH6fmlSt8XAaTlleBsUo7CpTeIiKhh0igAjR8/HoIg4NHhQ1XbBEFAv379sHPnTjRp0kQrDSXShKor0Ku6HxERNQwaPQKLiIhAjx49EBERgby8POTl5SEiIgIhISH4448/cOzYMWRnZ2Px4sXabi+RWlRdgV7V/YiIqGHQqAdowYIF+Prrr9GnTx/5tqFDh8LOzg5z5szB1atX8emnn+K5557TWkOJNFHXCvRV/rh8F8HeTWBjpfjfBNpcuoOIiAxPowCUmJiocHqZk5MTbt68CQBo27Yt7t27V7/WEdVT1Qr0c7dEQwAUhiABwI9nUnAtLR/rpnSDp6RRtff3x6Zh5Z44pOX9+5iMU+iJiEybRo/AgoODsWTJEmRlZcm3ZWVl4b///S969OgBALhx4wa8vLy000qielC2Ar2nxA4bpnbDtzO6w8nOCtEpuXj88xM4lfhvcN8fm4a5W6KrhR+AU+iJiEydRoUQ4+PjMW7cOCQlJclDzu3bt9G6dWvs2rUL/v7+2LlzJwoKCjBt2jStN1rXWAixYartMVZKdjFe2HIB19LyYSEAS0a0x/P9fdH/wyM1wk8VAYCHxA4nlg7h4zAiIiOgl9XgZTIZDhw4gOvXrwMA2rVrh+HDh8PCwvRLCzEAmaeScin+tzMWv124AwDo7t0E55Pv13nc1ud7cQo9EZER0EsAasgYgMyXKIrYdu42Vuy6ijIVV5L/7OkuGNelhY5bRkREdVHn+1ujQdAAUFRUhKNHjyIlJQVlZWXV3ps/f76mpyUyKEEQMLlnK3Rs7oTnws/hXmFZncdwCj0RkenRqAfo4sWLGD16NIqLi1FUVAQXFxfcu3cP9vb2cHNzk88EM1XsASIAuFdYir7vH0ZpheKeII4BIiIyLjpfDHXhwoUIDQ3F/fv30ahRI5w+fRrJyckIDg7GRx99pFGjiYyNa2NbfPJkUK37rAgNUBp+pDIRUYnZ2BWTiqjEbK43RkRkRDR6BBYTE4OvvvoKFhYWsLS0RGlpKVq3bo0PP/wQM2bMwMSJE7XdTiKDGN25OV64k4uvjyVVqyEkAJgzwFdpHSDWDiIiMm4a9QBZW1vLZ3u5ubkhJSUFACCRSHD79m3ttY7IwPbHptUIP0BlQcWvjiVhz6VUhcewdhARkXHTKAB17doV586dAwAMHDgQb775Jn788Ue88sorCAwM1GoDiQxFKhOxck9crUtoLPz5EhIyC1Q6pmrbyj1xfBxGRGRgGgWg9957D56eld347777Lpo0aYK5c+ciKysLX3/9tVYbSGQoZ5NylBZBrFIhE/H4FyewKyZVpWNEAGl5JTiblKPNphIRkZo0GgPUvXt3+X+7ublh//79WmsQkbHILKg9/FQpKZdhwbYYnErIRnefJlo9NxER6Ybpl20m0hFV6/tM7NYCggD8fP42Pjt0Q6vnJiIi3dAoAGVnZyMsLAwBAQFwdXWFi4tLtR+ihqCnrws8JXZQVuFHQOXMrtX/CcKPs0Lg2tgWd+4/qPWcVcf09OXvCRGRIWn0CGzatGlISEjArFmz4O7uDkFgEThqeCwtBKwIDcDcLdEQgBrT4IF/6wD1aeOKPxf0x6u/XsKx61kKz/foMUREZDgaVYJ2dHTEiRMnEBRUe5E4U8VK0PQwdWr6yGQiNp+6hVX7rqHikZlerANERKRbOl8LrH379njwoPaufqKGYmSgJ4YHeOBsUg4yC0rg5lj5CEtRL46FhYBZ/XzRq7ULFmyNQUJWIQBgTCdPrH6iM+xtNF5+j4iItEijHqBz585h2bJlePPNNxEYGAhra+tq75t6rwl7gEgbHpRJ8e6+OGw5XVkotGNzJ3z2dFe0cWts4JYRETVMOl8LzNnZGfn5+RgyZAjc3NzQpEkTNGnSBM7OzmjSRLVpwEQNXSMbS7wzvhO+nhaMJvbWuHo3H49/cRw/nUmBBv/uICIiLdKoP37KlCmwtrbGTz/9xEHQRHV4rKMHgryc8eovl3Ai4R5e33EFkfGZWDWxE5o2tjV084iIzJJGj8Ds7e1x8eJFtGvXThdtMjg+AiNdkMlEfHviJlb/FY9yqQjXxjb4YFJnDO3gbuimERE1CDp/BNa9e3cuekqkJgsLAXMG+GFnWF/4uzfGvcIyzPruPJb9fhmFpRV1Hi+ViYhKzMaumFREJWZzPTEionrQqAfo119/xVtvvYUlS5agU6dONQZBd+7cWWsNNAT2AJGulZRL8fGBeHx7IgmiCHi5NMKaJ7ugh4/iAonqTMUnIjJX6nx/axSALCxqdhwJggBRFCEIAqRSqbqnNCoMQKQvp29m49VfLiE19wEEAXhhgB8WDm8LWytL+T77Y9Mwd0t0jRXmq0berZ/ajSGIiAh6CEDJycm1vu/t7a3uKY0KAxDpU0FJOVbuicNvF+4AANp7OOLTp7ugvYcTpDIR/T44rHSFeQGAh8QOJ5YOYXVpIjJ7Oi+EqGrAGTNmDL799lt4evJfp0TKONpZ46MngjCsgzte33EFf6cXYOwXJ/HqY/4IbC5RGn6AyuU50vJKcDYpB739muqv0UREJk6nZWmPHTvGitFEKhoZ6IFu3s547fcrOPR3Jlb9+Td8mtqrdGxmgfKQRERENWk0C4yIdMPN0Q7fzuiODyZ1QmNbK9zKLlb5OCIiUh0DEJGREQQBT/Vohf2v9EcfFR5rNXWwQbA3K7ATEamDAYjISLVsYo8fZ4fgmZ5ete6XXVSGAR8ewWcHb7BGEBGRirg0NZEREwQB703sjIDmTvi/PddQJpUp3C89vwSfHLwuf80aQUREtWMPEJEJmNrLB5dXPAZ7G9V+ZdPzSjB3SzT2x6bpuGVERKZJpwHo9ddfh4uL4sq2QOUssdDQUDRv3hyCIGDnzp019rl27RrGjh0LiUQCBwcH9OjRAykpKbV+7qeffop27dqhUaNG8PLywsKFC1FSwlkyZNou3s5FcZniHqBHVT0AW7knjo/DiIgUUPkR2O7du1U+6dixYwEAr732Wq37FRUVISgoCM899xwmTpxY4/3ExET069cPs2bNwsqVK+Hk5ISrV6/Czk75jJeffvoJy5Ytw6ZNm9CnTx9cv34dM2fOhCAIWLNmjcrXQGRs1J3qzhpBRETKqRyAxo8fX+111dIXD7+uoupSGKNGjcKoUaOUvv/GG29g9OjR+PDDD+Xb/Pz8aj3nqVOn0LdvXzzzzDMAAB8fH0yePBlnzpxRekxpaSlKS0vlr/Pz81VqP5E+aTrVnTWCiIhqUvkRmEwmk/8cOHAAXbp0wZ9//onc3Fzk5uZi37596NatG/bv36+VhslkMuzduxf+/v4YMWIE3NzcEBISovAx2cP69OmDCxcu4OzZswCAmzdvYt++fRg9erTSY1atWgWJRCL/8fKqfdYNkSH09HWBp8QO6i54wRpBREQ1abQWWGBgIDZs2IB+/fpV2378+HHMmTMH165dU78hgoAdO3bIe5rS09Ph6ekJe3t7vPPOOxg8eDD279+P119/HUeOHMHAgQOVnuvzzz/H4sWLIYoiKioq8OKLL2L9+vVK91fUA+Tl5cW1wMjo7Luchpd+ilZ5f9fGNjjz+jCuE0ZEZkGdtcA0GgSdmJgIZ2fnGtslEglu3bqlySlrkMkqB3uOGzcOCxcuRJcuXbBs2TI8/vjj2LBhg9LjIiMj8d577+HLL79EdHQ0tm/fjr179+Ltt99WeoytrS2cnJyq/RAZm/2xaXh7b5xax+QWl2N9ZALKlUyfJyIyVxoFoB49emDRokXIyMiQb8vIyMCSJUvQs2dPrTTM1dUVVlZWCAgIqLa9Q4cOtc4CW758OaZNm4bZs2ejU6dOmDBhAt577z2sWrVKHqqITM3+2DTM3RKtdGFUSaPqw/ncHG0R2NwJFTIRHx24jnFrTyI2NU8fTSUiMgkaFULctGkTJkyYgFatWsnHy9y+fRtt27atc4yOqmxsbNCjRw/Ex8dX2379+vVaV6MvLi6GhUX1XGdpaQkA0OBpH5HBSWUiVu6Jg7K/vQIAexsrzBvcBrfvP4C3iz2m9faBtaWAHRdT8X9/xCEuLR/j1p3EnAGtsWBoW9hZW+rzEoiIjI5GAahNmza4fPkyIiIi8PfffwOo7JkZNmxYtdlgdSksLERCQoL8dVJSEmJiYuDi4oJWrVphyZIleOqppzBgwAD5GKA9e/YgMjJSfsz06dPRokULrFq1CgAQGhqKNWvWoGvXrggJCUFCQgKWL1+O0NBQeRAiMiVnk3KU9vwA/053f3ff3/Jt355IworQAEzs1hL92zbDW3uuYu/lNKyPTMRfsel4f1Jn9PRVXqOLiKih02gQ9MNKSkpga2urVvCpEhkZicGDB9fYPmPGDISHhwOo7G1atWoV7ty5g3bt2mHlypUYN26cfN9BgwbBx8dHvn9FRQXeffdd/PDDD0hNTUWzZs0QGhqKd999V+G4JUXUGURFpGu7YlKxYFuMWsdU/Taun9pNvhzGX1fTsXxnLDILKgf8T+vljf+ObAdHO2u1zi2ViTiblIPMghK4Odqhp68LB1kTkVFQ5/tbowAkk8nw7rvvYsOGDcjIyMD169fRunVrLF++HD4+Ppg1a5bGjTcGDEBkTKISszH5m9NqHycA8JDY4cTSIfKAkvegHO//eQ1bz94GADSX2OHdCZ0wuL2bSufcH5uGlXviqvVIcd0xIjIWOp8F9s477yA8PBwffvghbGxs5NsDAwPx7bffanJKIlJC0/o/D1eCriJpZI1VEzvjp9khaOVij7t5JXg2/BwW/hyDnKKyWs+nbCA21x0jIlOkUQD6/vvv8fXXX2PKlCnVxtUEBQXJxwQRkXZYWghYEVo5G1KTB02KKkH3aeOKv14ZgOf7+8JCAHZcTMWwNUexKyZV4WSB2gZic90xIjJFGgWg1NRUtGnTpsZ2mUyG8vLyejeKiKobGeiJ9VO7wUOiflVnZZWgG9lY4o0xAdj+Ul+0c3dETlEZFmyLwbPh53DnfnG1fVUdiP1wbxMRkTHTaBZYQEAAjh8/XmM6+m+//YauXbtqpWFEVN3IQE8MD/CQD0B2bWyLV3+JQUZ+qcKemaoxQHXN9uri5Yw9L/fD18cS8fmhBETGZ2Hox0cxprMnJnVtiV5+TVVeT4zrjhGRqdAoAL355puYMWMGUlNTIZPJsH37dsTHx+P777/HH3/8oe02EtE/LC2Eaiu7vzW2I+ZuiYYAVAtBVY/KVoQGqDRDy8bKAvOGtEVjWyu8t+8aSitk2B6diu3RqXBtbINpvZTX3noY1x0jIlOh0SOwcePGYc+ePTh48CAcHBzw5ptv4tq1a9izZw+GDx+u7TYSkRLKHo15SOyqTYFXRdUMrzJp9f6ke4Vl+OTgDUgaWSkdgySgcjYYawsRkamodx2ghojT4MnU1Lc2j1Qmot8Hh2sd52MhADIRSnub1A1cRETaps73t0aPwM6dOweZTIaQkJBq28+cOQNLS0t0795dk9MSkYYefTSmrroGOQOV4QeoHDxdXCaVb/dgHSAiMkEaPQILCwvD7du3a2xPTU1FWFhYvRtFRPqlzuDl4jIpnBtZY2YfH/w0OwQnlg5h+CEik6NRAIqLi0O3bt1qbO/atSvi4uLq3Sgi0i9VBy8vfzwArZs5IPdBOcJP3cLGE0lIz+fMLyIyPRoFIFtbW2RkZNTYnpaWBisrjZ6qEZEeSWUiohKzsSsmFVGJ2Qj2blJrtemqQc4z+/hg3/z+mD+0LawtBRz6OxPD1xzFphNJLIJIRCZFo0HQkydPRlpaGnbt2gWJRAIAyM3Nxfjx4+Hm5oZffvlF6w3VJw6CpoZM2XpeY4M88fWxJACqDXK+kVGA17Zfwfnk+wCAzi0lWDWxEzo2l+j6EoiIFNL5YqipqakYMGAAsrOz5YUPY2Ji4O7ujoiICHh5eWnWciPBAEQNVdV6Xo/+0leFnDkDfLH7UprKi53KZCK2nkvB+3/+jYKSClhaCJjdzxcLhrWFvQ17g4lIv3QegACgqKgIP/74Iy5duoRGjRqhc+fOmDx5MqytrTVqtDFhAKKGqK6p7lWVo48uGYwLyffVmlKfmV+Ct/Zcxb4r6QCAlk0a4e3xgRjcTrVV5omItEEvAaghYwCihigqMRuTvzld535bn++l8ZT6g3EZeHNXLO7+E7Ie7+yJNx8PgJsTK0QTke7pvA7Q999/X+v706dP1+S0RKRD+ljPa1iAO3r7NcUnEdex6WQS/richqPXs7B0ZHs807MVLNQozkhEpEsa9QA1adKk2uvy8nIUFxfDxsYG9vb2yMkx7RWh2QNEDZE+eoAeFpuah9d3XMHlO3kAgG6tnLFqYme083Cs9bj6VrUmIvOl8x6g+/fv19h248YNzJ07F0uWLNHklESkYz19XeApsUN6Xkm9Vo9XVWALCXa81Bc/RN3C6r/iEZ2SizGfH8fzA1pj/pC2aGRjWeMYZTPUWGmaiLRNq2OAzp8/j6lTp+Lvv//W1ikNgj1A1FBVzQID9LueV1reA7y1+yr+ulpZP6yViz3+b1xHDHpokHRdM9S41hgR1UWd72+NCiEqY2Vlhbt372rzlESkRdpcPV4dnpJG+Gpad3w9LRieEjuk5BRj5uZzCPspGpn5JZDKRKzcE6ewZ6pq28o9cSy2SERao1EP0O7du6u9FkURaWlpWLt2Lby8vPDnn39qrYGGwB4gaugMOc6msLQCn0Rcx+aTSZCJgKOtFf4T3BKbT92q81htjU8iooZJ59PgLSyqdxwJgoBmzZphyJAh+Pjjj+Hpadrd1AxARLoXm5qHN3bG4tLtXJWP+ezpLhjXpYXuGkVEJk3ng6BlMplGDSMiqhLYQoLtc/vgpzPJePuPayiT1v3/K6ou2kpEVBfWqicig7G0ENDM0bbO8KPtGWpERCoHoEWLFql80jVr1mjUGCIyL1WDn+siAlgRGlBjnBJrBhGRplQOQBcvXqz2Ojo6GhUVFWjXrh0A4Pr167C0tERwcLB2W0hEDdbZpByla5M9rG+bphjS3r3aNtYMIqL6UDkAHTlyRP7fa9asgaOjI7777jt5Vej79+/j2WefRf/+/bXfSiJqkFRdduNkQjbGfH4cb48PRK/WTZXWDErPK8HcLdGsGUREddJoFliLFi1w4MABdOzYsdr22NhYPPbYYyZfC4izwIj0Q9XlOZzsrJBfUgEAmNitBU7cuIfMglKF+1aNFzqxdEitj8P4+Iyo4dH5LLD8/HxkZWXV2J6VlYWCggJNTklEZkjV5Tn2zu+Pjw7EY+vZFGyPTq31nCKAtLwSnE3KUVoziI/PiEijStATJkzAs88+i+3bt+POnTu4c+cOfv/9d8yaNQsTJ07UdhuJqIGytBCwIjQAwL9LXlSper0iNAAuDjZ4b0InbJ/bBy2cG6l0bmWP16oenz069qjq8dn+2DR1LoGITJRGAWjDhg0YNWoUnnnmGXh7e8Pb2xvPPPMMRo4ciS+//FLbbSSiBkyd5Tm6tmqCDyZ1Vum8imoGcckNIqpSr8VQi4qKkJiYCADw8/ODg4OD1hpmSBwDRKR/qo7JkcpE9PvgcK2zxzyVjAFSdcwRl9wgMk16Www1LS0NaWlpaNu2LRwcHKDFheWJyMxYWgjo7dcU47q0QG+/pkoHJFc9NhNQ87FZlRcGtFZ4vKqzzlTdj4hMl0YBKDs7G0OHDoW/vz9Gjx6NtLTKZ+azZs3Cq6++qtUGEhE9Stljsyrv7ruGj/6Kx4MyabXtqi6lwSU3iBo+jQLQwoULYW1tjZSUFNjb28u3P/XUU9i/f7/WGkdEpMzIQE+cWDoEW5/vhc+e7oKtz/fC4VcHYlC7ZiiXilh7JAHDPzmKQ9cy5MdUzTpT1nMkoPLxGZfcIGr4NApABw4cwAcffICWLVtW2962bVskJydrpWFERHV5+LFZT18XZOSXYnyX5lg0zB+eEjvcuf8As747j+e/P4/bOcUqzzpjPSCihk+jOkBFRUXVen6q5OTkwNbWtt6NIiJSh6K6Pu5OtngswB2H/85ERFwGjt/IwrzBbfD8gNZYP7Vbjf09JHZYPqYDJI1ssCsmlcURiRo4jWaBjR49GsHBwXj77bfh6OiIy5cvw9vbG08//TRkMhl+++03XbRVbzgLjMh0KFsWoyq2LH+8Aw7EZeD0zRwAgK+rA1aO7Yi+bVyrzTq7X1SGt/eyOCKRKVPn+1ujAHT16lUMGTIE3bp1w+HDhzF27FhcvXoVOTk5OHnyJPz8/DRuvDFgACIyDXVNia+qJH38v4Ox90oa3tl7DVn/LKExupMHlj8eAE9JozpDlKK1xbiUBpHx0elSGOXl5Zg/fz727NmDiIgIODo6orCwEBMnTkRYWBg8PfkvJSLSj7pWk69aFuPcrfsY16UFhrR3wycRN/Bd1C3su5KOyPgszBvSBt+fuqW0OKKAyuKIwwM85AGHS2kQmT61A5C1tTUuX76MJk2a4I033tBFm4iIVKJuXR9HO2u8GRqAJ7q3xJu7YnHu1n18uD++1mMfXVuMK9ETNQwazQKbOnUqNm7cqO22EBGpRdO6Ph08nfDLC73x0RNBaGyr2r8DMwtKuJQGUQOi0SywiooKbNq0CQcPHkRwcHCNJTDWrFmjlcYREdVG1dXkFdX1EQQB/wluCedG1pj9/fk6P8vN0U7lR261rURPRMZBowAUGxuLbt26AQCuX79e7T1B4CBAItKPqro+c7dEQwCqhSBV6/oMbu8GT4ldnQOpe/q64I/Ld1VqF5fSIDJ+GgWgI0eOaLsdREQaqVoWQ1FdH1UGJT8copQ92po/pA0sLQQupUHUgGgUgIiIjMnIQE8MD/DQeFq6shBV5e2915D7oAIz+/ho/MiNiIyLRnWAGjrWASIyT4/W9mlsa4WVe67ifPJ9AEDrZg54vLMnvjiUAEDxIzfOAiMyHJ0XQmzoGICIqIooitgenYpVf17DvcIyAEBXL2fcyX0gL6oIsA4QkTFgAKonBiAielR+STk+/aeIolQmws7aAqGdmyOktQtaONuzEjSREVDn+1ujOkBERObG6Z8iivvm90eIrwtKymX49cIdfH4oAUWlFWD2ITIt7AFSgD1ARFQbURTxx+U0vLv3GtLzKwdND27XDG+GdoSvq0MdRxORrvARWD0xABGRKopKK7D2SAK+PX4T5VIRNpYWeH6AL8IGt4G9DSfZEukbA1A9MQARmTd1V3q/mVWIt/bE4dj1LACVA6JfH90Bj3f2ZHFYIj1iAKonBiAi86XpSu+iKCIiLgNv743D7ZwHAIBerV3w1tiOaO/B/x8h0gcGoHpiACIyT8pWelenxk9JuRRfHb2JLyMTUFohg4UATOvljUXD20Fib62TdhNRJZOaBXbs2DGEhoaiefPmEAQBO3furPa+IAgKf1avXl3redetWwcfHx/Y2dkhJCQEZ8+e1eFVEJGp09ZK73bWllgwrC0OvToQowI9IBOB76KSMfjjSGw9m8KV4omMhMEDUFFREYKCgrBu3TqF76elpVX72bRpEwRBwKRJk5Se8+eff8aiRYuwYsUKREdHIygoCCNGjEBmZqauLoOITJw6K72romUTe6yfGowfZ4egrVtj5BSV4bXtVzB+3UlEp9zXUquJSFNG9QhMEATs2LED48ePV7rP+PHjUVBQgEOHDindJyQkBD169MDatWsBADKZDF5eXnj55ZexbNmyOtvBR2BE5mdXTCoWbIupc7/Pnu6CcV1aqHXucqkM30cl49OI6ygorQAATOrWEktHtoObExdOJdIWk3oEpo6MjAzs3bsXs2bNUrpPWVkZLly4gGHDhsm3WVhYYNiwYYiKilJ4TGlpKfLz86v9EJF50eVK79aWFpjVzxeHFw/CE8EtAQC/R9/B4I8i8dXRRJRVyNQ+JxHVj0kFoO+++w6Ojo6YOHGi0n3u3bsHqVQKd3f3atvd3d2Rnp6u8JhVq1ZBIpHIf7y8vLTabiIyfj19XeApsYOySesCKmeD1Wel92aOtlj9RBB2vNQHQV7OKCqTYtWff2Pkp8dw5G8+oifSJ5MKQJs2bcKUKVNgZ6fdLuPXXnsNeXl58p/bt29r9fxEZPwsLQSsCA0AgBohqOr1itAAraz31bVVE+yY2wer/9MZro1tcfNeEZ4NP4fnws8h6V5Rvc9PRHUzmQB0/PhxxMfHY/bs2bXu5+rqCktLS2RkZFTbnpGRAQ8PD4XH2NrawsnJqdoPEZmfkYGeWD+1Gzwk1f+R5SGxU2kKvDosLAQ80d0LRxYPxJwBrWFtKeDw35l47JOjeP/Pv1H4z1ghItINk6nVvnHjRgQHByMoKKjW/WxsbBAcHIxDhw7JB1PLZDIcOnQI8+bN00NLiciUjQz0xPAAD7UqQdeHo501Xh/dAU/18ML/7YnD0etZ2HA0Eduj72DpyPaY0LUFLLjSKpHWGbwHqLCwEDExMYiJiQEAJCUlISYmBikpKfJ98vPz8euvvyrt/Rk6dKh8xhcALFq0CN988w2+++47XLt2DXPnzkVRURGeffZZnV4LETUMlhYCevs1xbguLdDbr6nOws/D/Jo1RvizPbBxRnf4NLVHZkEpXv31EiZtOIWY27k6/3wic2PwHqDz589j8ODB8teLFi0CAMyYMQPh4eEAgG3btkEURUyePFnhORITE3Hv3j3566eeegpZWVl48803kZ6eji5dumD//v01BkYTERkTQRAwtIM7+rV1xaYTt7D28A1cTMnF+HUn8Z/glvjvyHYazUIjopqMqg6QsWAdICIyBhn5Jfhg/9/YHp0KAGhsa4WXh7TBs319YWNl8A58IqPDtcDqiQGIiIzJxZT7eGtPHC798yjM19UB/xvTAUPau3G1eaKHMADVEwMQERkbmUzE9oup+GD/38gqKAUADPRvhuWPB6CNW2MDt47IODAA1RMDEBEZq8LSCnxx+AY2nUhCuVSElYWAGX18MH9oW0gacbV5Mm8MQPXEAERExi7pXhHe3RuHg9cqK0i7ONjg1cf88XSPVnqZtUZkjBiA6okBiIhMxbHrWXj7jzjcyCwEAHTwdMKbjwegt19TA7eMSP8YgOqJAYiItEUqE3VeVLFcKsOPp5OxJuI68ksqK0iPCvTA66M7wMvFXqufRWTMGIDqiQGIiLRhf2waVu6JQ1peiXybp8QOK0IDtLqsRpX7RWX45OB1bDmdDJkI2FhZ4Pn+vnhpUBs42Bq87BuRzjEA1RMDEBHV1/7YNMzdEo1H/w+2qu9H22uLPezv9Hy8/UccTiZkAwDcHG25rAaZBXW+v1lJi4hIy6QyESv3xNUIPwDk21buiYNUppt/f7b3cMKWWSH4elowWrn8u6zGhC9P4kJyjk4+k8jUMAAREWnZ2aScao+9HiUCSMsrwdkk3YURQRDwWEcPRCwagGWj2qOxrRUu3cnDpPVRmL/1IlJzH+jss4lMAQMQEZGWZRYoDz+a7FcftlaWeHGgHw4vHoinuntBEIDdl+5i6MeRWBNxHcVlFTpvA5ExYgAiItIyVRcs1efCpm6OdvjgP52xZ14/9PR1QUm5DJ8fuoEhHx3Fjot3INPR4zgiY8UARESkZT19XeApsYOy4cYCKmeD9fR10WezAACBLST4eU4vfDmlG1o2aYT0/BIs/PkSJq4/heiU+3pvD5GhMAAREWmZpYWAFaEBAFAjBFW9XhEaYLCKzYIgYHQnTxxcNBBLRrSDvY0lYm7nYuKXp7Bg20Xc5fggMgMMQEREOjAy0BPrp3aDh6T6Yy4PiZ1Op8CrSioTcTElFy2bNMJHTwThieCWEARgV8xdDPk4EmsOxKOolOODqOFiHSAFWAeIiLRFH5Wg1aWsQOOzfXxw8O9M+ew0dydbLBnRHhNZP4hMBAsh1hMDEBE1VHUVaPxySlcAAt778xpu51Q+CuvcUoLljwegh4/+xywRqYOFEImIqAZVCjT+3x/XKusHLRworx90+U4entgQhbAfo3E7p1ifTSbSGQYgIiIzoU6BRjvryvpBRxYPwuSerWAhAHuvpGHomqN4/8+/UVBSrr+GE+kAAxARkZnQpEBjM0dbrJrYCXvn90cfv6Yoq5Bhw9FEDFodiR/PJKNCKtNVc/VGKhMRlZiNXTGpiErM1tkSJWRcuDwwEZGZqE+Bxg6eTvhxdggOXcvEe/uu4ea9IryxIxbfn0rG/x7vgP5tm2m7uXqhbED4itAAg8/UI91iDxARkZmob4FGQRAwLMAdfy0cgBWhAZA0skZ8RgGmbTyLZzefRUJmgc7aXl+KenmqBoQ/+lgwPa8Ec7dEY39smoFaS/rAWWAKcBYYETVUVV/6AKoNhq4KRerUKMotLsPnhxLwfdQtVMhEWFoImBLSCq8M84eLg412G14Pinp5PJxsUVIhQ26x4rFMAiprNp1YOsTgZQtIdZwFRkRECmmzQKOzvQ3eDA3AgYUDMKyDO6QyEd9HJWPg6iP4+lgiSiuk2m6+2pT28uSXKg0/QPUB4dQwsQdIAfYAEVFDp4sCjacS7uHtvddwLS0fAODmaIsxnT0xvIM7Qlo31XtPilQmot8Hh2ud+VaXz57ugnFdWmixVaRLLIRYTwxARESaqaw1dBVbTifj4clUTR1s8O6EQL0MLK4KdycT7mHtkYR6nWvr873Q26+pllpGuqbO9zdngRERkdZExKXjh6jkGsUWs4vK8OKWaLw7viOm9PLR2ecrGu+jiaoxQMoGhJPpYwAiIiKtqK3SdJU3dl7FnfsleGmwHxztrLX6+cqW+VBX1YO6FaEBHADdgHEQNBERaUVdlaarrD+aiMEfRWLLae0VUlQlfD1KAOBsbw0Pp/oPCCfTwx4gIiLSClUrTbs52iKzoBT/2xmL8FO38Pro9hjczg2CoHlvi7Lw1bi0GHYVpchp5ASZhaV8e9UnvTc+EBJ7G0QlZgMQ0bu1K3r9M+YnKjFbq4PEybgwABERkVa4OtiqtN/HTwbhZlYRPj14HQmZhXgu/Dz6+DXF66M7ILCFRKPPfjR89Uu6iJdO/4o+KZcr33dogq1BI7G+1ySUWNvBQ2KHsUGeeHvvtWrB6ffoVIwN8sTuS2msDt3AcRaYApwFRkSknv2xaXhrdxzS85X3Aj1aXDC/pBxfHknEppNJKKuQQRCAiV1bYvEIf3hKGqn1+VGJ2Zj8zWkAwBOXI/DBn58jprk/tnUegfv2TuifdBFPXDmIHP8A3Pl5F7JlVgj7SfXxQpoUiiT94zT4emIAIiJSnSqDj2sLELdzivHRgXjsirkLALCztsDsfq3x4iA/NLZV7UFFVc2f8rvpOLl+JnZ0HILXRs6DKFjIP39IfhK+3bwE4muvoa91X7VnirE6tPFjJWgiItILVQcfuzvZKu098XKxx2dPd8WusL7o6eOCknIZ1h5JwKDVR9QaKP10j1aYGHsIomCB9wfNrBZ+AOCJlyZBmDYN5V9uQHpusRpXWYnVoRsWBiAiItKYqjO/Pn6yS52PjoK8nPHzC73w1bRg+Lo64F5hGf63MxYjPzuOg3EZUPbAYn9sGvp9cBifHLwO/3spiHX3Q26jf//1X21W17BhsM1IQ+OyB+pd6ENUHexNxo2DoImISGOqhoF7haUq7ScIAkZ09MDgdm746UwyPjt0AwmZhZj9/XmE+LrgjTEd0Lmls3z/Rx+/FVvboWlxLiCKgCBg4bC2mDek7b+PrDIzIQoCyiw1r0Hk5mhX905k9NgDREREGlM1DKgbGmysLDCzry+O/ncwXhzoBxsrC5xJysHYtScxf+tF3M4pVvj47S//3vC9n4Y+yZcgANh27va/b1ZUAN9+C4weA5emTtBkFI+zvTWrQzcQDEBERKSxnr4u8JTYKQ0TAiqnkGsaGpzsrLFsVHscWTwIE7tWLkq6+9JdDP34KBZsu1jj8dsp786Ibt4On+35CP2SopGW+6ByzE5aGjB9OhAbC2HZUqwIDZC3Tx3P9vHlAOgGgrPAFOAsMCIi1VU9hgJQrTdGF1PHY1Pz8N6+aziVmK10H5fiPHy1/V30SI3DHSc3NG7hDucb1wBbW2DzZuCJJ+TtVmfdMGd7a1z433AGICPGafD1xABERKQeRWFCV8UDRVFEZHwWlu+KxZ37SgYziyJCbsfisRunMaatMzz6dAemTQMk1QstVq0cn1lQgoNx6dhzOV3p525gDSCjxwBUTwxARETqezhM6GP5iNJyKXq+dxB5DyoUvq9O3Z66ahm9MMAXr40OqF+DSedYB4iIiPTO0kJAb7+mGNelBXr7NdX5oyJba0t8MKmz0vdFqLaie121jAQAuy+lQSpjf0FDwgBEREQma2SgJzZM7QZPSc1ZZoIARMZnIaOW5TmAumsZsQBiw8Q6QEREZNJGBnpieICH/PGbVCriQFwG9l9Nx7Zzt7EzJhWz+7XGCwNbw9GuZv0fVWsZsQBiw8IAREREJq/q8VuVicEtcSE5B+/t+xsXku9j7ZEE/HQ2BS8PaYMpId6wsfr3AYiuahmRceMjMCIiapCCvV3w24u9sWFqMFo3c0BOURlW7onDsDVHsfvSXcj+GdOj61pGZJwYgIiIqMESBAEjAz1w4JUBeHdCIJo52iIlpxjzt17EuHUncSrhHiwtBKWFEateqzKYmkwLAxARETVoUpmIc7fuo7GtFT6c1BmvDGsLBxtLXEnNwzPfnsHMzWfh3dQB66d2g8cjg6mrLaRKDQrHABERUYOltEDj2ABcTc3Hj2dSEBmfhaPxWeju0wTLRrWHq4Mt7hWV6qWWERkOCyEqwEKIRESmT1lxw4eX6MgsKMF7+/5GSblM/r6DjSVWjuuI/wR76a2tpB2sBF1PDEBERKapqhp1et4DvL33GnKKyhTuJ6Byba/7xeVKzzW+S3OsmtgZjWwsddRa0jZ1vr/5CIyIiBoEdRY3FYFaww8A7Iy5i6ib2XhlmD+eCG4JK0sOm21I2AOkAHuAiIj0rz5ridW1lld9tW7mgP+OaI8RHd0hCBwTZKzYA0RERCalPqvJ17WWV31M6NockfFZuJlVhBe3XEDXVs5YNrI9Qlo3rftgMmrszyMiIoOq6r159NFVel4J5m6Jxv7YtFqPr2str/p4snsrHP3vYMwb3AZ21ha4mJKLp74+jZmbzyLubr5OPpP0gwGIiIgMprbem6ptK/fE1boSuy7W6Hq4+rOTnTUWj2iHY0sGY0pIK1haCIiMz8KYL47jlW0XcTunWOufT7pn8AB07NgxhIaGonnz5hAEATt37qz2viAICn9Wr16t9JyrVq1Cjx494OjoCDc3N4wfPx7x8fE6vhIiIlKXNlZiV3eNLlXL+jxa/dnNyQ7vTuiEg4sG4vHOnhDFyoHSQz6OxFu7ryKroFStdpBhGTwAFRUVISgoCOvWrVP4flpaWrWfTZs2QRAETJo0Sek5jx49irCwMJw+fRoREREoLy/HY489hqKiIl1dBhERaUAbK7HXtZYXALg4WOOTp7pg+ZgOqKUzSe6VYf5Kxx75ujpg7TPdsGdeP/Rv64pyqYjwU7cwcPURrIm4joKS2meXkXEw+CDoUaNGYdSoUUrf9/DwqPZ6165dGDx4MFq3bq30mP3791d7HR4eDjc3N1y4cAEDBgyosX9paSlKS/9N7vn5fK5LRKQP2liJvWotr7lboiEA1R6nVYWi9yZ0wshAT+yKSVXp83xc7evcp1NLCX6YFYKTCffwwf6/cflOHj4/dANbTicjbHAbTAlpBTtr1hAyVgbvAVJHRkYG9u7di1mzZql1XF5eHgDAxUXxSr6rVq2CRCKR/3h5sfonEZE+aGsl9pGBniqt5aWNwPWovm1csSusL76c0g2tXStXnX/7jzgM/fgofjl/GxVSWd0nIb0zqjpAgiBgx44dGD9+vML3P/zwQ7z//vu4e/cu7OxU+8spk8kwduxY5Obm4sSJEwr3UdQD5OXlxTpARER6UDULDFDce6POYqR11RKSykT0++Aw0vNKFA68FlAZmk4sHaLRGmAVUhl+u3AHnx68gfT8ysd2bdwaY/Fj7VhDSA/UqQNkUj1AmzZtwpQpU1QOPwAQFhaG2NhYbNu2Tek+tra2cHJyqvZDRET6oWrvjSosLQT09muKcV1aoLdf0xohpupxGYAavU5Vrx8d/KwOK0sLPN2zFSKXDMLro9vD2d4aCZmFeHHLBYz/8hROJdzT6LykfSbTA3T8+HEMGDAAMTExCAoKUul88+bNw65du3Ds2DH4+vqq3A5WgiYi0r/6VIJWV30KL6ojv6Qc3xy7iY0nklBcJgUA9Gvjiv+ObIfOLZ219jlUyWQXQ60tAM2cOROxsbE4f/58necRRREvv/wyduzYgcjISLRt21atdjAAERE1fPoMXFkFpVh3JAE/nklGubTya3dUoAdefcwfbdwcdfKZ5sikHoEVFhYiJiYGMTExAICkpCTExMQgJSVFvk9+fj5+/fVXzJ49W+E5hg4dirVr18pfh4WFYcuWLfjpp5/g6OiI9PR0pKen48GDBzq9FiIiMh11PS7TpmaOtnhrbEccfnUQJnZrAUEA/oxNx2OfHMPiXy+xmKIBGLwHKDIyEoMHD66xfcaMGQgPDwcAfP3113jllVeQlpYGiURSY18fHx/MnDkTb731FgAoHWS2efNmzJw5s842sQeIiIh06XpGAT4+EI+/rmYAAKwtBUwJ8UbY4DZo5mhr4NaZLpN9BGYsGICIiEgfYm7n4qO/4nHin8HRjawt8Vw/H8zp7weJvbWBW2d6GIDqiQGIiIj06VTCPXzwVzwu3c4FADjZWeGFgX54tq8P7G0MXrPYZDAA1RMDEBER6ZsoioiIy8BHB+JxPaMQAODa2BbzBvthckgr2FqxqnRdGIDqiQGIiIgMRSoTsftSKtZEXMftnMrJOy2cG2HB0LaY2K0FrCwNPn/JaDEA1RMDEBERGVpZhQy/nL+NLw7fQEZ+5WoFrV0d8MpwfzzeyRMWOpy1ZqoYgOqJAYiIqOHTZx2g+igpl2LL6WR8GZmInKIyAEB7D0csfqwdhnZw4/IaD2EAqicGICKihk1flaC1qbC0AptOJOGbYzdRUFoBAOjayhlLHmuHPm1cDdw648AAVE8MQEREDVfV4quPfvlpsviqIeQWl+GrYzcRfvIWHpRXLq/Ru3VTLB7hj2BvFwO3zrAYgOqJAYiIqGGqWg3+4Z6fh9V3NXh9yiwowZdHEvHTmRSUSWUAgEHtmuHV4e3QqWXNosHmwKSWwiAiItKXs0k5SsMPAIgA0vJKcDYpR3+N0pCbox3eGtsRR5YMwuSeXrC0EBAZn4XQtSfwwg/nEZ9eYOgmGjUGICIiMhuZBcrDjyb7GYMWzo2wamJnHFo0EBO7Vq4z9tfVDIz87Bjmb72Im1mFhm6iUWIAIiIis+HmaKfV/YyJj6sD1jzVBQdeGYDRnTwgisDuS3cx/JNjWMIFV2tgACIiIrPR09cFnhI7KBvdI6ByNlhPX9MdTNzW3RFfTgnGHy/3w9D2bpDKRPx64Q4GfxSJ13dcwd3cB4ZuolFgACIiIrNhaSFgRWgAANQIQVWvV4QGGP0AaFUEtpBg48we2P5SH/Rr44oKmYifzqRg0OpIvLX7KjLzTecxny5wFpgCnAVGRNSwmWIdoPo6czMbH0dclw/wtrO2wLRe3nhxoB+aNrY1cOu0g9Pg64kBiIio4TOVStDaJIoiTiZk4+OIeFxMyQUA2NtYYmYfH8wZ0BrO9jaGbWA9MQDVEwMQERE1ZKIoIjI+C2siruNKah4AwNHWCs/188Vz/XwhaWRt4BZqhgGonhiAiIjIHIiiiANxGfgk4jr+/qdukJOdFZ7v3xoz+/rA0c60ghADUD0xABERkTmRyUT8GZuOTw9ex43MyrpBzvbWlUGojw8cbK0M3ELVMADVEwMQERGZI6lMxN4rafj04HXczCoCALg42OCFAa0xrbc37G2MOwgxANUTAxAREZkzqUzE7kup+OzgDdzKriyg6NrYBi8O9MPUXt6ws7Y0cAsVYwCqJwYgIiIioEIqw86Yu/j80A2k/FNJupmjLV4c6IcpIa2MLggxANUTAxAREdG/yqUybI++g88PJSD1n0rSbo62mDvID5N7Gk8QYgCqJwYgIiKimsoqZPg9+g7WHv43CLk72WLuQD88bQRBiAGonhiAiIiIlCurkOHXC7ex7nAC7v5TTdvDyQ4vDfbDk929DBaEGIDqiQGIiIiobqUVUvx6/g7WHUmQLyvi4WSHsMF+eLKHF2yt9BuEGIDqiQGIiIhIdaUVUvxy7jbWHUlEer7heoQYgOqJAYiIiEh9JeVS/HL+Nr58KAi5O9nipUFt8FQP3QchBqB6YgAiIiLSXFWP0JeRifJHY/oYLM0AVE8MQERERPVXWiHFL+fv4MuHxgjpcvo8A1A9MQARERFpT9Vg6S+P/DtrrJmjLfbO7wc3RzutfY4639/GvagHERERmTxbK0tM7eWNJ7q3xG8X7mDd4QS0amqv1fCjLgYgIiIi0gtbK0tMCfHGE8FeyCkqM2hbLAz66URERGR2bKws4CExXO8PwABEREREZogBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2GICIiIjI7DAAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2rAzdAGMkiiIAID8/38AtISIiIlVVfW9XfY/XhgFIgYKCAgCAl5eXgVtCRERE6iooKIBEIql1H0FUJSaZGZlMhrt378LR0RGCIGj13Pn5+fDy8sLt27fh5OSk1XMbg4Z8fQ352gBenylryNcG8PpMmb6vTRRFFBQUoHnz5rCwqH2UD3uAFLCwsEDLli11+hlOTk4N7i/6wxry9TXkawN4faasIV8bwOszZfq8trp6fqpwEDQRERGZHQYgIiIiMjsMQHpma2uLFStWwNbW1tBN0YmGfH0N+doAXp8pa8jXBvD6TJkxXxsHQRMREZHZYQ8QERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwAOnAunXr4OPjAzs7O4SEhODs2bO17v/rr7+iffv2sLOzQ6dOnbBv3z49tVQ9q1atQo8ePeDo6Ag3NzeMHz8e8fHxtR4THh4OQRCq/djZ2empxap76623arSzffv2tR5jKvcNAHx8fGpcnyAICAsLU7i/sd+3Y8eOITQ0FM2bN4cgCNi5c2e190VRxJtvvglPT080atQIw4YNw40bN+o8r7q/u7pQ27WVl5dj6dKl6NSpExwcHNC8eXNMnz4dd+/erfWcmvz91pW67t3MmTNrtHXkyJF1ntcY7h1Q9/Up+j0UBAGrV69Wek5juX+qfAeUlJQgLCwMTZs2RePGjTFp0iRkZGTUel5Nf1/riwFIy37++WcsWrQIK1asQHR0NIKCgjBixAhkZmYq3P/UqVOYPHkyZs2ahYsXL2L8+PEYP348YmNj9dzyuh09ehRhYWE4ffo0IiIiUF5ejsceewxFRUW1Hufk5IS0tDT5T3Jysp5arJ6OHTtWa+eJEyeU7mtK9w0Azp07V+3aIiIiAABPPPGE0mOM+b4VFRUhKCgI69atU/j+hx9+iM8//xwbNmzAmTNn4ODggBEjRqCkpETpOdX93dWV2q6tuLgY0dHRWL58OaKjo7F9+3bEx8dj7NixdZ5Xnb/fulTXvQOAkSNHVmvr1q1baz2nsdw7oO7re/i60tLSsGnTJgiCgEmTJtV6XmO4f6p8ByxcuBB79uzBr7/+iqNHj+Lu3buYOHFirefV5PdVK0TSqp49e4phYWHy11KpVGzevLm4atUqhfs/+eST4pgxY6ptCwkJEV944QWdtlMbMjMzRQDi0aNHle6zefNmUSKR6K9RGlqxYoUYFBSk8v6mfN9EURQXLFgg+vn5iTKZTOH7pnLfRFEUAYg7duyQv5bJZKKHh4e4evVq+bbc3FzR1tZW3Lp1q9LzqPu7qw+PXpsiZ8+eFQGIycnJSvdR9++3vii6vhkzZojjxo1T6zzGeO9EUbX7N27cOHHIkCG17mOs9+/R74Dc3FzR2tpa/PXXX+X7XLt2TQQgRkVFKTyHpr+v2sAeIC0qKyvDhQsXMGzYMPk2CwsLDBs2DFFRUQqPiYqKqrY/AIwYMULp/sYkLy8PAODi4lLrfoWFhfD29oaXlxfGjRuHq1ev6qN5artx4waaN2+O1q1bY8qUKUhJSVG6rynft7KyMmzZsgXPPfdcrYv9msp9e1RSUhLS09Or3R+JRIKQkBCl90eT311jkZeXB0EQ4OzsXOt+6vz9NrTIyEi4ubmhXbt2mDt3LrKzs5Xua8r3LiMjA3v37sWsWbPq3NcY79+j3wEXLlxAeXl5tXvRvn17tGrVSum90OT3VVsYgLTo3r17kEqlcHd3r7bd3d0d6enpCo9JT09Xa39jIZPJ8Morr6Bv374IDAxUul+7du2wadMm7Nq1C1u2bIFMJkOfPn1w584dPba2biEhIQgPD8f+/fuxfv16JCUloX///igoKFC4v6neNwDYuXMncnNzMXPmTKX7mMp9U6TqHqhzfzT53TUGJSUlWLp0KSZPnlzrQpPq/v02pJEjR+L777/HoUOH8MEHH+Do0aMYNWoUpFKpwv1N9d4BwHfffQdHR8c6HxEZ4/1T9B2Qnp4OGxubGmG8ru/Aqn1UPUZbuBo8aSQsLAyxsbF1Pofu3bs3evfuLX/dp08fdOjQAV999RXefvttXTdTZaNGjZL/d+fOnRESEgJvb2/88ssvKv3rzJRs3LgRo0aNQvPmzZXuYyr3zZyVl5fjySefhCiKWL9+fa37mtLf76efflr+3506dULnzp3h5+eHyMhIDB061IAt075NmzZhypQpdU4wMMb7p+p3gDFjD5AWubq6wtLSssaI94yMDHh4eCg8xsPDQ639jcG8efPwxx9/4MiRI2jZsqVax1pbW6Nr165ISEjQUeu0w9nZGf7+/krbaYr3DQCSk5Nx8OBBzJ49W63jTOW+AZDfA3Xujya/u4ZUFX6Sk5MRERFRa++PInX9/TYmrVu3hqurq9K2mtq9q3L8+HHEx8er/bsIGP7+KfsO8PDwQFlZGXJzc6vtX9d3YNU+qh6jLQxAWmRjY4Pg4GAcOnRIvk0mk+HQoUPV/jX9sN69e1fbHwAiIiKU7m9Ioihi3rx52LFjBw4fPgxfX1+1zyGVSnHlyhV4enrqoIXaU1hYiMTERKXtNKX79rDNmzfDzc0NY8aMUes4U7lvAODr6wsPD49q9yc/Px9nzpxRen80+d01lKrwc+PGDRw8eBBNmzZV+xx1/f02Jnfu3EF2drbStprSvXvYxo0bERwcjKCgILWPNdT9q+s7IDg4GNbW1tXuRXx8PFJSUpTeC01+X7VGp0OszdC2bdtEW1tbMTw8XIyLixPnzJkjOjs7i+np6aIoiuK0adPEZcuWyfc/efKkaGVlJX700UfitWvXxBUrVojW1tbilStXDHUJSs2dO1eUSCRiZGSkmJaWJv8pLi6W7/Po9a1cuVL866+/xMTERPHChQvi008/LdrZ2YlXr141xCUo9eqrr4qRkZFiUlKSePLkSXHYsGGiq6urmJmZKYqiad+3KlKpVGzVqpW4dOnSGu+Z2n0rKCgQL168KF68eFEEIK5Zs0a8ePGifCbU+++/Lzo7O4u7du0SL1++LI4bN0709fUVHzx4ID/HkCFDxC+++EL+uq7fXWO4trKyMnHs2LFiy5YtxZiYmGq/h6WlpUqvra6/38ZyfQUFBeLixYvFqKgoMSkpSTx48KDYrVs3sW3btmJJSYnS6zOWe1fX9VXJy8sT7e3txfXr1ys8h7HeP1W+A1588UWxVatW4uHDh8Xz58+LvXv3Fnv37l3tPO3atRO3b98uf63K76suMADpwBdffCG2atVKtLGxEXv27CmePn1a/t7AgQPFGTNmVNv/l19+Ef39/UUbGxuxY8eO4t69e/XcYtUAUPizefNm+T6PXt8rr7wi/7Nwd3cXR48eLUZHR+u/8XV46qmnRE9PT9HGxkZs0aKF+NRTT4kJCQny9035vlX566+/RABifHx8jfdM7b4dOXJE4d/FqmuQyWTi8uXLRXd3d9HW1lYcOnRojev29vYWV6xYUW1bbb+7+lLbtSUlJSn9PTxy5Ij8HI9eW11/v/WptusrLi4WH3vsMbFZs2aitbW16O3tLT7//PM1goyx3jtRrPvvpiiK4ldffSU2atRIzM3NVXgOY71/qnwHPHjwQHzppZfEJk2aiPb29uKECRPEtLS0Gud5+BhVfl91QfinMURERERmg2OAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiMggfHx88Omnnxq6GXozaNAgvPLKK4ZuBhH9gwGIiMze1q1bYWlpibCwMEM3hYj0hAGIiMzexo0b8d///hdbt25FSUmJoZtDRHrAAEREOjFo0CDMmzcP8+bNg0QigaurK5YvX46Hlx8sLi7Gc889B0dHR7Rq1Qpff/11tXMsXboU/v7+sLe3R+vWrbF8+XKUl5fL37906RIGDx4MR0dHODk5ITg4GOfPn5e/f+LECfTv3x+NGjWCl5cX5s+fj6KiomqfkZSUhFOnTmHZsmXw9/fH9u3bq70fHh4OZ2dn/PXXX+jQoQMaN26MkSNHIi0tTb5PRUUF5s+fD2dnZzRt2hRLly7FjBkzMH78eKV/PqWlpVi8eDFatGgBBwcHhISEIDIyUp0/YiKqBwYgItKZ7777DlZWVjh79iw+++wzrFmzBt9++638/Y8//hjdu3fHxYsX8dJLL2Hu3LmIj4+Xv+/o6Ijw8HDExcXhs88+wzfffINPPvlE/v6UKVPQsmVLnDt3DhcuXMCyZctgbW0NAEhMTMTIkSMxadIkXL58GT///DNOnDiBefPmVWvj5s2bMWbMGEgkEkydOhUbN26scR3FxcX46KOP8MMPP+DYsWNISUnB4sWL5e9/8MEH+PHHH7F582acPHkS+fn52LlzZ61/NvPmzUNUVBS2bduGy5cv44knnsDIkSNx48YNtf6MiUhDOl9vnojM0sCBA8UOHTqIMplMvm3p0qVihw4dRFEURW9vb3Hq1Kny92Qymejm5iauX79e6TlXr14tBgcHy187OjqK4eHhCvedNWuWOGfOnGrbjh8/LlpYWIgPHjwQRVEUpVKp6OXlJe7cuVMURVHMysoSbWxsxJs3b8qP2bx5swhATEhIkG9bt26d6O7uLn/t7u4url69Wv66oqJCbNWqlThu3Lhqfx4LFiwQRVEUk5OTRUtLSzE1NbVa+4YOHSq+9tprSq+fiLSHPUBEpDO9evWCIAjy171798aNGzcglUoBAJ07d5a/JwgCPDw8kJmZKd/2888/o2/fvvDw8EDjxo3xv//9DykpKfL3Fy1ahNmzZ2PYsGF4//33kZiYKH/v0qVLCA8PR+PGjeU/I0aMgEwmQ1JSEgAgIiICRUVFGD16NADA1dUVw4cPx6ZNm6pdh729Pfz8/OSvPT095e3My8tDRkYGevbsKX/f0tISwcHBSv9crly5AqlUCn9//2rtO3r0aLVrICLdsTJ0A4jIfFU9rqoiCAJkMhkAICoqClOmTMHKlSsxYsQISCQSbNu2DR9//LF8/7feegvPPPMM9u7diz///BMrVqzAtm3bMGHCBBQWFuKFF17A/Pnza3xuq1atAFQOfs7JyUGjRo3k78lkMly+fBkrV66EhYWF0naKD41lUldhYSEsLS1x4cIFWFpaVnuvcePGGp+XiFTHAEREOnPmzJlqr0+fPo22bdvW+NJX5NSpU/D29sYbb7wh35acnFxjP39/f/j7+2PhwoWYPHkyNm/ejAkTJqBbt26Ii4tDmzZtFJ4/Ozsbu3btwrZt29CxY0f5dqlUin79+uHAgQMYOXJkne2USCRwd3fHuXPnMGDAAPk5oqOj0aVLF4XHdO3aFVKpFJmZmejfv3+dn0FE2scAREQ6k5KSgkWLFuGFF15AdHQ0vvjii2o9OLVp27YtUlJSsG3bNvTo0QN79+7Fjh075O8/ePAAS5YswX/+8x/4+vrizp07OHfuHCZNmgSgcgZZr169MG/ePMyePRsODg6Ii4tDREQE1q5dix9++AFNmzbFk08+We0xHQCMHj0aGzduVCkAAcDLL7+MVatWoU2bNmjfvj2++OIL3L9/v8Z5q/j7+2PKlCmYPn06Pv74Y3Tt2hVZWVk4dOgQOnfujDFjxqj0uUSkOQYgItKZ6dOn48GDB+jZsycsLS2xYMECzJkzR6Vjx44di4ULF2LevHkoLS3FmDFjsHz5crz11lsAKsfZZGdnY/r06cjIyICrqysmTpyIlStXAqgcX3T06FG88cYb6N+/P0RRhJ+fH5566ikAwKZNmzBhwgSFIWXSpEmYNm0a7t27p1Jbly5divT0dEyfPh2WlpaYM2cORowYUWtP1+bNm/HOO+/g1VdfRWpqKlxdXdGrVy88/vjjKn0mEdWPINbnQTYRkRKDBg1Cly5dzGq5iyoymQwdOnTAk08+ibffftvQzSEiBdgDRERUT8nJyThw4AAGDhyI0tJSrF27FklJSXjmmWcM3TQiUoLT4ImI6snCwgLh4eHo0aMH+vbtiytXruDgwYPo0KGDoZtGRErwERgRERGZHfYAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2GICIiIjI7Pw/IFh8PMtsezwAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61971.0 61972.0 48 1 Parameter('H', value=16.300239026609926, unit=mag) Parameter('G12', value=0.6491653212156279, unit=, bounds=[0, 1])\n", + "[0.10656573] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61971\n", + "plots/phase_curve_6098332225018000_61971.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61972.0 61973.0 49 1 Parameter('H', value=16.302672092562048, unit=mag) Parameter('G12', value=0.6600495412185328, unit=, bounds=[0, 1])\n", + "[-0.05541385] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61972\n", + "plots/phase_curve_6098332225018000_61972.png\n" + ] + }, + { + "data": { + "image/png": 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qJQag2ns8BNWGgPI+R0fn9efjMCIiqpYm39/sBE16EeLritWTu6gcRq8uEUBqThFOJWfpoiwiIiIADECkRzK5CF01L6o7MzUREZE6jBqADh8+jPDwcHh7e0MQBGzZsqXKPpcvX8bw4cMhlUrh6OiILl26ICUlpdrzZmdnIyIiAl5eXrCzs0NAQAD+/vtvPV0FqaLL0KLuzNRERETqsDbmhxcUFCA4OBhTpkzB6NGjq7yflJSEnj17YurUqVi0aBGcnZ1x6dIl2Nur/jIsKSnBoEGD4O7ujj///BONGzfGrVu34OLioscrIWXUDS1O9tbILypT2lpU0Qeoq5+rTmsjIiLLZtQANGTIEAwZMkTl+++99x6GDh2KxYsXK7b5+/tXe87Vq1cjKysLx48fh42NDQCgWbNmOqmXNFOxnEZaTpHKR2FeUnvMH9YGEb+dgwBU2u/xGafZAZqIiHTJZPsAyeVy7Ny5EwEBARg8eDDc3d0RGhqq9DHZ47Zt24bu3bsjIiICHh4eCAoKwscffwyZTPXyDMXFxcjNza30Q7VX3XIaFd4aFICh7b3VmnGaiIhIV4zaAlSdjIwM5Ofn45NPPsGHH36ITz/9FLt378bo0aNx8OBB9OnTR+lxN27cwIEDBzB+/Hj8/fffuH79Ol577TWUlpZi4cKFSo+JjIzEokWL9Hk5FqtiOY1F2xMqzQMkEQC5CHx3+AZ6BTRCWJAXBgV6qjXjNBERUW2ZzDxAgiBg8+bNGDlyJADg3r17aNy4McaNG4fffvtNsd/w4cPh6OiI9evXKz1PQEAAioqKkJycDCur8mUYli1bhiVLliA1Vfk6U8XFxSguLla8zs3NhY+PD+cB0qEnl9No6GiLiatPIS23CE1dHfDrtFD4uDoYu0wiIjJjmswDZLItQG5ubrC2tkZgYGCl7W3atMHRo0dVHufl5QUbGxtF+Kk4Ji0tDSUlJbC1ta1yjJ2dHezs7HRXPFVhJRHQ3b9hpW0bX+2O8T+eREpWIf618jh+nRaKFu5ORqqQiIgsicn2AbK1tUWXLl2QmJhYafvVq1fh6+ur8rgePXrg+vXrkMvllY7x8vJSGn7IeHxcHbDx1e5o6V4f6bnFeO67E4i/m2PssoiIyAIYNQDl5+cjLi4OcXFxAIDk5GTExcUp5vmZO3cufv/9d/zwww+4fv06vvnmG2zfvh2vvfaa4hwTJ07Eu+++q3g9Y8YMZGVlYdasWbh69Sp27tyJjz/+GBEREQa9NlKPh7M9fn+lO9o1liKroATjfjiBMzezIJOLiEnKxNa4u4hJyoRMbhJPaomIqI4wah+g6Oho9OvXr8r2SZMmYe3atQDKh7VHRkbizp07aNWqFRYtWoQRI0Yo9u3bty+aNWum2B8AYmJiMHv2bMTFxaFx48aYOnUq5s2bV+mxWHW4Fpjh5RWVYuraMzh1Mwu2VhLUt7NCVmGp4n2uDE9ERDXhYqi1xABkHI9KZBiz4jgSUqtOQ8CV4YmIqCZcDJXMkq21BFkFxUrfq0jpi7Yn8HEYERHVGgMQGYWyPj6nkrOQlqs8AAFcGZ6IiHTHZIfBU921Oz61ysSIXlJ7DA3yVOt4rgxPRES1xQBEBrU7PhUz1sVWWRssLacIq47dVOscXBmeiIhqi4/AyGBkchGLticoXRi1YptEUL1uGADYWAnwb+Soh+qIiMiSMACRwZxKzqr02EsZuVgehlSFoFKZiOe+i0FKZqHO6yMiIsvBAEQGo27fnSk9mlVZGd5Lao/3wwPR2KUebmYWYvSKY7h4h7NGExGRdtgHiAxG3b47gwI98d6wQKUrww9t54XJa04jITUXz38fg28nhKBPQCM9V05ERHUNW4DIYLr6ucJLaq/y8ZaA8paeirDT3b8hRnRojO7+DWElKT/K3dkev7/SDT1aNERBiQxT1p7GrydvGewaiIiobmAAIoOxkghYGB4IoGofn4rXC8MDFWFHFSd7G6yZ3BWjOzaGTC7ivc3x+HAHJ0gkIiL1MQCRQYUFeWHFhE5V+vh4Su01WubC1lqCpc8F461BAQCAH48m49V1Z1FYUqbzmomIqO7hWmBKcC0w/auY+fnJPj7a2H7+Ht7aeB4lZXK09XbGqkldqgQsIiKq+7gYai0xAJmfs7ceYvrPZ5BZUAIPZzusmtQFQY2lxi6LiIgMiIuhksUJ8W2ALRE90NK9PtJzi/HsyhhEJaQbuywiIjJRDEBUZ/i4OuCv155Cr5ZueFQqw/RfzuDHIzfARk4iInoSAxDVKc72Nlg9uQteCG0KUQQ+3HkZ722JR0mZXOkK9EREZJk4ESLVOTZWEnw0MgjN3Rzx0d+X8dvJFJxOzkLOo1Jk5BUr9vOS2mNheKDaI8+IiKjuYAsQ1UmCIGBar+b4cWJn2NtIcC0jv1L4AcpXoJ+xLha741ONVCURERkLAxDVaX1buaO+nfKGzooHYIu2cxJFIiJLo9UjsG3btindLggC7O3t0aJFC/j5+dWqMCJdOJWchQf5JSrfFwGk5hThVHIWuvs3NFxhRERkVFoFoJEjR0IQhCqjayq2CYKAnj17YsuWLWjQoIFOCiXShror0Ku7HxER1Q1aPQKLiopCly5dEBUVhZycHOTk5CAqKgqhoaHYsWMHDh8+jMzMTLz99tu6rpdII+quQK/ufkREVDdo1QI0a9YsfP/993jqqacU2wYMGAB7e3tMnz4dly5dwhdffIEpU6borFAibVSsQJ+WUwRVvXwEgGuIERFZGK1agJKSkpROMe3s7IwbN24AAFq2bIkHDx7UrjqiWqpuBfoKIoBpP5/BV/uvQa6iMzTnECIiqlu0CkAhISGYO3cu7t+/r9h2//59/Pvf/0aXLl0AANeuXYOPj49uqiSqBVUr0HtJ7fHNuA6KSROXRV3FtJ/PIKewtNJ+u+NT0fPTAxj3wwnM2hCHcT+cQM9PD3D4PBGRGdNqMdTExESMGDECycnJipBz+/ZtNG/eHFu3bkVAQAC2bNmCvLw8vPjiizovWt+4GGrdVN0K9H+cuY35W+JRXCaHj2s9rBgfgqDGUuyOT8WMdbFVHp9VtCatmNCJEykSEZkIg6wGL5fLsXfvXly9ehUA0KpVKwwaNAgSiflPLcQAZJni7+Zgxq9ncTvrEeysJfjviLb4Yt81pOYoHyEmAPCU2uPovP6KIEVERMZjkABUlzEAWa6cwlLM/iMOB65kqH3M+pe7cQ4hIiIToMn3t9ZrgRUUFODQoUNISUlBSUnliebeeOMNbU9LZFRSBxv8OLEzlh+8jmVRV1WOHHsc5xAiIjI/WgWgc+fOYejQoSgsLERBQQFcXV3x4MEDODg4wN3dnQGIzJpEIuD1AS1hay1B5K4rNe7POYSIiMyPVh12Zs+ejfDwcDx8+BD16tXDiRMncOvWLYSEhOCzzz7TdY1ERjGtV3O4O9mpfF9A+Uiyrn6uSt/n0HkiItOlVQtQXFwcvvvuO0gkElhZWaG4uBjNmzfH4sWLMWnSJIwePVrXdRIZnJVEwH9HtMWr62KVvi8CWBgeqLQD9O74VCzanlCpA7WX1B4LwwM5aoyIyARo1QJkY2OjGO3l7u6OlJQUAIBUKsXt27d1Vx2RGaoYOv/k6LG0nCLMWBfL+YOIiEyAVgGoY8eOOH36NACgT58+WLBgAX799Ve8+eabCAoK0mmBRMYik4tYtD2h2n3e2ngeRaWyKscoe9hVsW3R9gQ+DiMiMjKtAtDHH38ML6/yZvyPPvoIDRo0wIwZM3D//n18//33Oi2QyFhOJWepnAOoQkGxDMO/OYq72Y/UOkYEkJpThFPJWboslYiINKRVH6DOnTsr/r+7uzt2796ts4KITIW6w9uvpudj6JdH8NmzwWovqsqh80RExmX+0zYT6Ym6w9v9Gzki51EpXv75DPbEp+n03EREpB9aBaDMzExEREQgMDAQbm5ucHV1rfRDVBd09XOFl9Re5SryFcPgd7zeC1N6+AEA/o5Pg42V6mUxaho6T0REhqHVI7AXX3wR169fx9SpU+Hh4QFB4DpIVPdYSQQsDA/EjHWxEIBKHZsr/sYvDA9EPVsrLAgPRLfmrvj3XxeQ/cRq8sqO4dphRETGpdVaYE5OTjh69CiCg4P1UZPRcS0wepwmc/qk5jzCnN/PI+ZGZpXzcB4gIiL90vtaYK1bt8ajR4+0Ko7I3IQFeWFQoCdOJWchI68I7k7lj7CUteJ4Seth3bRQfH/4BpbuTUSZXIRLPRu83r8FJvfwY8sPEZGJ0KoF6PTp03jnnXewYMECBAUFwcbGptL75t5qwhYg0oULd7Ixa0Mckh8UQBCAGX38MXtQAGysOPaAiEgfNPn+1uq/xC4uLsjNzUX//v3h7u6OBg0aoEGDBnBxcUGDBg20KpqormnfxAU7Xu+JsZ19IIrAt9FJ+NeK47j5oMDYpRERWTytWoC6du0Ka2trzJo1S2kn6D59+uisQGNgCxDp2t8XU/HOXxeQW1QGB1srvB/eFs92bsIBBEREOqTJ97dWAcjBwQHnzp1Dq1attC7SlDEAkT7cy36E2b/H4eQ/s0APCvRA5Oh2cKuvesV5IiJSn94fgXXu3JmLnhJpyNulHn57uRvmhbWGjZWAqIR0hH1xGFEJ6WodL5OLiEnKxNa4u4hJyuR6YkREtaBVC9DGjRvx/vvvY+7cuWjXrl2VTtDt27fXWYHGwBYg0reEe7mY80ccrqTlAQCe69wEC8Lbor6d8oGZmgzFJyKyVHp/BCaRVG04EgQBoihCEATIZDIlR5kPBiAyhOIyGZbtvYrvj9yAKAI+rvWw9NkOVWaJ3h2fihnrYqusMF/Re2jFhE4MQUREMEAAunXrVrXv+/r6anpKk8IARIZ08kYm5vxxHnezH0EQgOm9m2POoADYWVtBJhfR89MDKleYFwB4Su1xdF5/zjFERBZP7wFIXcOGDcOPP/4ILy/z+tcpAxAZWl5RKf67PQEbz94BALT2dMLnYzsgu7AU4344UePx61/uhu7+DfVdJhGRSdN7J2h1HT58mDNGE6nByd4GS54NxvcvhqChoy2upOVh+DdHse5E9a2tFTLylLcQERGRcpySlsiEPN3WE3tm98agQA+UykTsvJiq1nHuTvZ6royIqG5hACIyMW717fD9iyH4fGwwnO1rXq6voaMtQnw5AzsRkSYYgIhMkCAIGNWxCaLm9EGQd/XPsTMLStB78UF8ue8a5wgiIlKTVqvBE5FheDjbY/vrPbFw2yX8EnOrylD4Cmm5Rfh831XFa84RRERUPbYAEZk4QRDw3xFBODS3L2ys1BvqnpZThBnrYrE7Xr0+RERElkavAej//u//4OrqqvL9w4cPIzw8HN7e3hAEAVu2bKmyz+XLlzF8+HBIpVI4OjqiS5cuSElJqfZzv/jiC7Rq1Qr16tWDj48PZs+ejaIijpIh83Y3uwilMvUebVXstWh7Ah+HEREpofYjsG3btql90uHDhwMA3n333Wr3KygoQHBwMKZMmYLRo0dXeT8pKQk9e/bE1KlTsWjRIjg7O+PSpUuwt1c94uW3337DO++8g9WrV+Opp57C1atXMXnyZAiCgGXLlql9DUSmRtOh7iKA1JwinErO4hxBRERPUDsAjRw5stLriqUvHn9dQd2lMIYMGYIhQ4aofP+9997D0KFDsXjxYsU2f3//as95/Phx9OjRAy+88AIAoFmzZhg3bhxOnjyp8pji4mIUFxcrXufm5qpVP5EhaTvUnXMEERFVpfYjMLlcrvjZu3cvOnTogF27diE7OxvZ2dn4+++/0alTJ+zevVsnhcnlcuzcuRMBAQEYPHgw3N3dERoaqvQx2eOeeuopnD17FqdOnQIA3LhxA3///TeGDh2q8pjIyEhIpVLFj4+Pj06ugUiXuvq5wktqD00XvOAcQUREVWm1FEZQUBBWrlyJnj17Vtp+5MgRTJ8+HZcvX9a8EEHA5s2bFS1NaWlp8PLygoODAz788EP069cPu3fvxv/93//h4MGD6NOnj8pzffXVV3j77bchiiLKysrw6quvYsWKFSr3V9YC5OPjw6UwyOT8fSEVr/0Wq/b+ns52OPbOAK4TRkQWQe9LYSQlJcHFxaXKdqlUips3b2pzyirkcjkAYMSIEZg9ezY6dOiAd955B8888wxWrlyp8rjo6Gh8/PHH+PbbbxEbG4tNmzZh586d+OCDD1QeY2dnB2dn50o/RKZmd3wqPtiZoNExEomAS/dy9FQREZH50ioAdenSBXPmzEF6erpiW3p6OubOnYuuXbvqpDA3NzdYW1sjMDCw0vY2bdpUOwps/vz5ePHFFzFt2jS0a9cOo0aNwscff4zIyEhFqCIyN7vjUzFjXazKVeGl9Sp353NxsIGTnTXuZRdh5PJjiNx1GUWl6vXNIyKyBFpNhLh69WqMGjUKTZs2VfSXuX37Nlq2bFljHx112draokuXLkhMTKy0/erVq/D19VV5XGFhISSSyrnOysoKAKDHhe+J9EYmF7Foe4LKSRAFAA621pjZrwVuP3wEX1cHvNi9GfKLy/D+tkvYdv4evjt0A3vi0xA5uj1HhBERQcsA1KJFC1y4cAFRUVG4cuUKgPKWmYEDB1YaDVaT/Px8XL9+XfE6OTkZcXFxcHV1RdOmTTF37lyMHTsWvXv3VvQB2r59O6KjoxXHTJw4EY0bN0ZkZCQAIDw8HMuWLUPHjh0RGhqK69evY/78+QgPD1cEISJzcio5S2XLD/C/4e4f/X1Fse3Ho8lYGB6Ir8Z1xIgO3nhvczxuZhZi3A8nMK5rU7w7tDWc7W0MUD0RkWnSqhP044qKimBnZ6dR8KkQHR2Nfv36Vdk+adIkrF27FkB5a1NkZCTu3LmDVq1aYdGiRRgxYoRi3759+6JZs2aK/cvKyvDRRx/hl19+wd27d9GoUSOEh4fjo48+UtpvSRlNOlER6dvWuLuYtSFOo2MqfhtXTOiEsCAv5BaV4tNdV/DryfLHxx7OdvhwZDsMCvTQuB6ZXMSp5Cxk5BXB3ckeXf1c2cmaiEyCJt/fWgUguVyOjz76CCtXrkR6ejquXr2K5s2bY/78+WjWrBmmTp2qdfGmgAGITElMUibG/XBC4+MEAJ5Sexyd118RUE7cyMQ7f13AzcxCAMAz7b3w/vC2cKtvp9Y5d8enYtH2hEotUlx3jIhMhd5HgX344YdYu3YtFi9eDFtbW8X2oKAg/Pjjj9qckohU0Hb+n8dngq7QrXlD7H6zN17t4w8riYAdF1IxcNkhbIq9U2MfOVUdsbnuGBGZI60C0M8//4zvv/8e48ePr9SvJjg4WNEniIh0w0oiYGF4+WhIbR40PTkTtL2NFd4Z0hpbXuuBNl7OyC4sxZw/zmPSmtO4nVWo9BzVdcTmumNEZI60CkB3795FixYtqmyXy+UoLS2tdVFEVFlYkBdWTOgET6nmszqrmgm6XRMpts3sgbmDW8HWWoLDV+/j6c8P48cjN6oEGXU7Yj/e2kREZMq0GgUWGBiII0eOVBmO/ueff6Jjx446KYyIKgsL8sKgQE9FB2S3+nZ46484pOcWK22ZqegD1NXPVeU5bawkiOjXAmFBnnh300WcSs7ChzsvY/2pFIwJaYKOPg3Q1c9V7fXEuO4YEZkLrQLQggULMGnSJNy9exdyuRybNm1CYmIifv75Z+zYsUPXNRLRP6wkQqV5fN4f3hYz1sVCACqFoIpHZQvDA9UaoeXfqD42vNwN87fG47eTKUi6X4DFu8vn4PJ0tsO4rk3Vqo/rjhGRudDqEdiIESOwfft27Nu3D46OjliwYAEuX76M7du3Y9CgQbqukYhUUPVozFNqrxgCr669CWn47WRKldaktNxifL7vGlwcbFT2QRJQPhqsutYmIiJTUut5gOoiDoMnc1PbuXlkchE9Pz1QbT8fWysBJTJRZWuTpoGLiEjXNPn+1uoR2OnTpyGXyxEaGlpp+8mTJ2FlZYXOnTtrc1oi0tKTj8Y0VVMnZwAokYlwsLWCrbUE2YX/G+zgyXmAiMgMafUILCIiArdv366y/e7du4iIiKh1UURkWOp2Xi4skSG7sBSdmrpgYXgg1r/cDUfn9Wf4ISKzo1UASkhIQKdOnaps79ixIxISEmpdFBEZlrqdl0d3bAwbKwGxKdlYsicRCam5eq6MiEg/tApAdnZ2SE9Pr7I9NTUV1tZaPVUjIgOSyUXEJGVia9xdxCRlIsS3QbWzTVd0cl7ybDD+fqMXOvs2QGGJDB/sSMCob48h/m6OIcsnIqo1rTpBjxs3Dqmpqdi6dSukUikAIDs7GyNHjoS7uzv++OMPnRdqSOwETXWZqvW8hgd74fvDyQBq7uQsl4vYcPo2InddRl5RGawkAqb29MObA1vCwZb/CCIi49D7Yqh3795F7969kZmZqZj4MC4uDh4eHoiKioKPj492lZsIBiCqqyrW83ryl74i5Ezv7Ydt51PVXuw0I7cIi3YkYOeF8nXAmjSohw9HBqFvK3c9XQERkWp6D0AAUFBQgF9//RXnz59HvXr10L59e4wbNw42NjZaFW1KGICoLqppqHvFzNGH5vbD2VsPNRpSf+BKOuZvuYS72Y8AAOHB3pj/TBtOjEhEBmWQAFSXMQBRXRSTlIlxP5yocb/1L3fTakh9QXEZlkVdxZpjyZCLgJO9Nd4Z0hrjujSFRIM5iYiItKX3eYB+/vnnat+fOHGiNqclIj3S93pejnbWmP9MIEZ1bIz/23wRF+7k4L3N8fjr7B18PLodWnvyHxNEZDq0agFq0KBBpdelpaUoLCyEra0tHBwckJVl3itCswWI6iJ9twA9TiYX8UvMTSzZk4iCEhmsJQJe7t0cb/RviXq2VrU6NxGRKpp8f2s1DP7hw4eVfvLz85GYmIiePXti/fr1WhVNRPrV1c9VraHuuljPy0oiYHIPP+x7qw/C2nqiTC5iRXQSnv7iEKITM6o99skh+jI5n9ITke7ptA/QmTNnMGHCBFy5ckVXpzQKtgBRXVUxCgww7HpeUQnpWLg1Hvf+6YD9THsvLHgmEO7OlTtJqxqir7elNh49AjZuBC5eBOrVA0aOBJRM8kpE5kHvLUCqWFtb4969e7o8JRHpkC5Xj9fEoEAPRM3pg2k9/SARgB0XUjFg2SH8EnNT0cJTEc6eHKWWllOEGetisTs+VbdF/f034OMDTJoEbNkCrFgBhIQAYWFAdrZuP4uITI5WLUDbtm2r9FoURaSmpuKbb76Bj48Pdu3apbMCjYEtQFTX1Xb1+NqIv5uj6CQNAME+LvhgRFu88svZGofoH53XXzd1nj4N9OwJPP008MUXgL8/UFYGbN0KTJ8OtG8PHDgACBy9RmRO9D4MXiKp3HAkCAIaNWqE/v37Y+nSpfDyMu+FERmAiPRLJhfx68lbWLI7EXnFZRAEQJ3/EumigzYAYMwY4PJlIC4OsLWt/N6uXcDQocChQ0Dv3rX/LCIyGL0Pg5fL5VoVRkQElHeSnti9GQa39cQHOxKw44J6j7e0HaJfSUlJeUvPkiVVww9Q/gjMz6+8bxADEFGdpdM+QEREmvBwtscz7dVvMdbJzNKPHgEyGdC4sfL3BQHw9gZyudI9UV2mdgvQnDlz1D7psmXLtCqGiCyLTC5i0fYEtfZVNkRfq75MTk6Ap2f5I67nnqv6fk4OcO5c+WMwIqqz1A5A586dq/Q6NjYWZWVlaNWqFQDg6tWrsLKyQkhIiG4rJKI661RylsqOz09aGB5YKdxoPWReIgFefhlYurS8w3Nw8P/eE0Xg/ffLH5NNnqzh1RCROVE7AB08eFDx/5ctWwYnJyf89NNPilmhHz58iJdeegm9evXSfZVEVCdp0qcnKiEDXZq5omF9O5Wr2lcMma9xSP/cucCOHeV9fF59FRg8GMjMBH74AYiKAr76qvwxGBHVWVqNAmvcuDH27t2Ltm3bVtoeHx+Pp59+2uznAuIoMCLDUHd5jgrSejaYO7gVvjlwDWm5xUr3UXfIvOxhNtLfehduf66HbV75kHx07gy8+y4werQml0FEJkLvo8Byc3Nx//79Ktvv37+PvLw8bU5JRBaoYnmOtJyiKq05wP/CzNfjOmL+1ku4nJqL/2yJr/acIoDUnCKcSs5SOWRe8fjM/RnYTX8annkPIG3gjNcm9NbbZJBEZFq0GgU2atQovPTSS9i0aRPu3LmDO3fu4K+//sLUqVMxmv9yIiI1WUkELAwPBIAqa5RVvF4YHojOzVyxfWYPzH8mEHbW6v1nS9XjtSdnnC62tsWtBt64iPr6mXGaiEySVgFo5cqVGDJkCF544QX4+vrC19cXL7zwAsLCwvDtt9/qukYiqsPUXZ7D2kqCqT39sOy5DmqdV9mQ+YpRZ8pamyq2LdqewAVYiSxArRZDLSgoQFJSEgDA398fjo6OOivMmNgHiMjw1B3SLpOL6PnpAa2WzVC3z5HOZpwmIoMy2GKoqampSE1NRcuWLeHo6AgdLixPRBbGSiKgu39DjOjQGN39G6rswFzx2ExV92YRwLtDWis9Xt1RZzqZcZqITJpWASgzMxMDBgxAQEAAhg4ditTU8mfmU6dOxVtvvaXTAomInlTx2MxLqnxm6MV7ErH/cnqV7erOJK2TGaeJyKRpFYBmz54NGxsbpKSkwMHBQbF97Nix2L17t86KIyJSJSzIC0fn9cf6l7vhy+c74Ldpofj2hfJQdOfhI0z96Qxe/vkM7jwsVBxTMepMVeuRAOUzThNR3aNVANq7dy8+/fRTNGnSpNL2li1b4tatWzopjIioJo8/Ngtt3hANHG0xe2BLhLf3grVEQFRCOgYuO4TlB6+juEym9qizGpfTICKzp9U8QAUFBZVafipkZWXBzs6u1kUREWlC2bIYbvVt0cDBFtcy8rFkTyL+OnsHi0a0VTw+e3J/T3WW0SCiOkOrUWBDhw5FSEgIPvjgAzg5OeHChQvw9fXF888/D7lcjj///FMftRoMR4ERmQ9Vy2IIKO8Q/dJTvth+IQ0P8stnjh7Wzgv/eaYN3J3sq4w6A6D54qpEZDI0+f7WKgBdunQJ/fv3R6dOnXDgwAEMHz4cly5dQlZWFo4dOwZ/f3+tizcFDEBE5kHdIfG7ZvXCl/uv4afjNyEXAQdbK7wxoCWm9PCD7T8TK2q6uKpWK9ETkV7pNQCVlpYiLCwMkZGRiIqKwvnz55Gfn49OnTohIiICXl7m33zMAERkHjSd1yfhXi4WbI3HmVsPAQAt3Ovjv8PbIreoVGUrEoAqi6tqvRI9EemV3luAGjVqhOPHj6Nly5ZaF2nKGICIzMPWuLuYtSGuxv2+fL4DRnRoDAAQRRGbYu8ictdlPMgvAQDY20hQVCpXeuyTEytW98gNqBqWiMhw9D4R4oQJE7Bq1SqtiiMi0hVt5vURBAFjQppg/1t9Mam7LwQBKsMPUHlxVS6lQVR3aDUKrKysDKtXr8a+ffsQEhJSZQmMZcuW6aQ4IqLqqLuavLJ5faT1bLBoRBDcne2wZM/VGj8rI688BKnqbwSotxI9EZkGrQJQfHw8OnXqBAC4erXyfzgEgZ0AicgwKub1mbEuVjHqq4K68/p0aqrepIfuTvZcSoOoDtEqAB08eFDXdRARaaW28/rU1IoEAJ7Odujq54pTyVlq1cSlNIhMn1YBiIjIlIQFeWFQoKdWw9Kra0WqIIrAsesP0KOFm9aP3IjItGg1Cqyu4ygwIsujbGi7tJ4NRFFEblEZACCsrSd6tWyI/2y5BED5IzeOAiMyHr0Pg6/rGICILJOyyQ0LSsrwRdQ1/BRzEzK5CHsbCZ4O9MCp5Cyk5RYrjuU8QETGxwBUSwxARPSkK2m5WLj1Ek7+0w+oqasDnuvsgyYN7OHhXI8zQROZAL3PA0REZGlaezpjw/Ru+GpcR3g42yElqxCf7U3E1rh78JTaM/wQmRm2ACnBFiAiqk5BcRm+OXgdPx65gVKZCFsrCV7u7YeIfi3gYMuxJUTGwkdgtcQARETquHE/H4u2J+DQ1fsAyvsBvTesDYa18+KcaERGwABUSwxARJZNk5XeRVHEvssZ+O+OS7id9QgA0K25K94f3hatPfnfDyJDYgCqJQYgIsul7UrvRaUyrDyUhBXRSSguk8NKIuDFbr6YPTAAUgcbQ5ROZPEYgGqJAYjIMulipfc7Dwvx0c7L2BWfBgBwdbTF3MGt8FxnH3aUJtIzsxoFdvjwYYSHh8Pb2xuCIGDLli2V3hcEQenPkiVLqj3v8uXL0axZM9jb2yM0NBSnTp3S41UQkbnT1UrvTRo4YMWEEPw6LRQt3esjq6AE7266iJHLj+HsrYc6r5uItGP0AFRQUIDg4GAsX75c6fupqamVflavXg1BEDBmzBiV5/z9998xZ84cLFy4ELGxsQgODsbgwYORkZGhr8sgIjOnyUrv6ujRwg1/z+qF+c8EwsnOGhfv5mDMiuOY80ccMnK5WCqRsZnUIzBBELB582aMHDlS5T4jR45EXl4e9u/fr3Kf0NBQdOnSBd988w0AQC6Xw8fHB6+//jreeeedGuvgIzAiy7M17i5mbYircb8vn++AER0aa3TuB/nFWLz7Cv44cwcAUN/OGm8MaIHJT/nB1tro/w4lqjPM6hGYJtLT07Fz505MnTpV5T4lJSU4e/YsBg4cqNgmkUgwcOBAxMTEKD2muLgYubm5lX6IyLKou4K7Niu9u9W3w+J/BWNLRA8E+7ggv7gMH/99BWFfHMbBK2yZJjIGswpAP/30E5ycnDB69GiV+zx48AAymQweHh6Vtnt4eCAtLU3pMZGRkZBKpYofHx8fndZNRKavq58rvKT2UNVNWUD5aLDarPTewccFm2c8hcX/ag+3+na48aAAL609jSlrTyP5QYHW5yUizZlVAFq9ejXGjx8Pe3vN/wVWnXfffRc5OTmKn9u3b+v0/ERk+qwkAhaGBwJAlRBU8XpheGCtR3JJJAKe6+yDg2/3wfTezWEtEXDgSgae/vwQInddRn5xWa3OT0TqMZsAdOTIESQmJmLatGnV7ufm5gYrKyukp6dX2p6eng5PT0+lx9jZ2cHZ2bnSDxFZnrAgL6yY0Ame0sr/yPKU2qs1BF4TTvY2+L+hbbBndm/0CWiEUpmI7w7dQL/PovHX2TuQ1zDajIhqx2wWrVm1ahVCQkIQHBxc7X62trYICQnB/v37FZ2p5XI59u/fj5kzZxqgUiIyZ2FBXhgU6Kn2TNC15d+oPta+1AUHrmTggx0JuJlZiLc2nscvJ25h0fC2CPZx0cvnElk6oweg/Px8XL9+XfE6OTkZcXFxcHV1RdOmTQGU9+reuHEjli5dqvQcAwYMwKhRoxQBZ86cOZg0aRI6d+6Mrl274osvvkBBQQFeeukl/V8QEZk9K4mA7v4NDfZ5giBgQBsP9GzphjXHbuLr/dcQdzsbI5Yfw79CmuDfYa206nxNRKoZPQCdOXMG/fr1U7yeM2cOAGDSpElYu3YtAGDDhg0QRRHjxo1Teo6kpCQ8ePBA8Xrs2LG4f/8+FixYgLS0NHTo0AG7d++u0jGaiMiU2Flb4dU+/hjVsTE+3X0Fm2Lv4s+zd7DrYipeH9ASL/VoBjtrK2OXSVQnmNQ8QKaC8wARkSmITXmIRdsTcP52NgCgWUMH/GdYIAa0cedq80RKcC2wWmIAIiJTIZeL2HzuLj7ZfQX384oBAL1aumHBM4Fo6eFk5OqITAsDUC0xABGRqckvLsPyg9ex6kgySmTlq81P7O6LNwdwtXmiCgxAtcQARESm6lZmAT7ceRlRCeVTfTRwsMFbT7fC8118YG1lNjObEOkFA1AtMQARkak7cu0+/rs9Adcy8gEArT2dsOCZQDzVws3IlREZDwNQLTEAEZE5KJXJ8euJW/h83zXkPCoFAAxu64H3hgaiaUMHI1dHZHgMQLXEAEREuiKTi3qfVPFhQQm+2HcV606mQCYXYWslwdRefojo1wL17Yw+2wmRwTAA1RIDEBHpwu74VCzanoDUnCLFNi+pPRaGB+p0WY0KiWl5+GBHAo5eL58XrZGTHf49uBXGdGoCiZ5msiYyJQxAtcQARES1tTs+FTPWxeLJ/8BWxBBdry1WQRRF7LucgY92li+rAQDtm0ix4JlAdG6m/Ur2ROZAk+9vDhkgItIxmVzEou0JVcIPAMW2RdsTINPDgqeCIGBQoAf2zO6Nd4e0Rn07a1y4k4N/rYzB6+vP4W72I51/JpE5YgAiIlJCJhcRk5SJrXF3EZOUqVFYOZWcVemx15NEAKk5RTiVnKWDSpWzs7bCK338cfDtvni+iw8EAdh+/h76fxaNZXsTUVBcprfPJjIH7B1HRPSE2vbdychTHX602a82GjnZ4ZMx7TGhmy/+uyMBp5Kz8NWB6/j9zG38e3BrjOrYmP2DyCKxBYiI6DEVfXeebMFJyynCjHWx2B2fWuM51F253ZArvAc1luL36d2wYnwn+LjWQ3puMd7aeB6jvj2Gs7f01xKlS7VplSN6EjtBK8FO0ESWSSYX0fPTAyofXwkAPKX2ODqvf7VD2SvOk5ZTpLQfkLrn0ZeiUhlWH0vG8gPXUVAiAwAMD/bGvCGt0dilnsHrUYehR9SReWInaCIiLeiq746VRMDC8EAA/xv1VaHi9cLwQKOEHwCwt7HCa31b4ODcvhjbubx/0LZ/+gctNcH+QbpolSN6EgMQEdE/dNl3JyzICysmdIKntPJjLk+pvd6GwGtCJheRlFGAp1o0xEcj26FrM1cUl8nx9YHr6PdZNDaeuQ25CTxiMuaIOqrb2AmaiOgfuu67ExbkhUGBnnqfCVpTyh4neTrb4ZXeftgVn46UrELM/fMCfoq5ifnDAhHavKHRatWkVa67v/HqJPPDAERE9I+ufq7wktrX2Henq5/6EwpaSQST+mJWNUFjem4xvj+cjK/GdcC97CJ8c+A64u/mYuz3JzAkyBPvDmljlPXFTGlEHdUtfARGRPQPU++7U1vqPE76+O8rmNarOQ7O7YvxoU0hEYBd8WkYuOwQInddRl5RqSFLNskRdVQ3MAARET3G1Pvu1IYmj5Pc6tvho1Ht8PesXujV0g0lMjm+O3QDfZdE49eTt1Amkxuk5opWOVWRU0D5aDBNWuWIAD4CIyKqwlT77tSWNo+TWns64+cpXXEwMQMf7ryMG/cL8N7mePx0/CbeGxaIPgGN9FUugP+1ys1YFwsBqNR6patWOZlcrHP3mmrGAEREpISp9d3RBW0fJwmCgP6tPdCrZSP8euIWvth/DVfT8zFp9Sn0CWiE94a1QYCHkz5KBvC/VrkqHbd1MA8Q5xeyXJwIUQlOhEhEdZGuJmjMKSzF1weu4aeYmyiViZAIwLiuTTF7UADc6tvptX5tW2qUHRuVkKa0Q3jFGc39kacl0uT7mwFICQYgIqqrKkaBAcofJ2nypX/zQQE+2XUFuy+lAQCc7KwR0b8FJj/VDPY2VjqsunZUDfsvKpMju1B5p25jz9ZN2uFM0EREpJQuO3k3c3PEyhdDsGF6NwQ1dkZecRk+2XUFA5cdwvbz92AK/75WOYt0brHK8AOoP+s3mS+2ACnBFiAiqut03fFXLhex+dxdLN5zBem5xQCAlu71May9F0L9GhqlY3FNa7up48vnO2BEh8Y6rIr0SZPvb3aCJiKyQLru5C2RCBgT0gRD2nli3p8XsONCKq5l5OOLfdcAXEMjJ1t8MCLIIH1qKsLdsesPahV+AM4vVJcxABERkc4cvnofOy6kVulYfD+vBK+ui8Wy59pjdCcfvX2+sv4+2tBm1m8yLwxARESkE9XNNF3hrY0XkPOoDBO6+cLGSrfdUFUt86GpujDrN9WMnaCJiEgnapppGgBEsXz19sGfH8beS2k66yitTvh6kgDAxcEGns51b9ZvqhlbgIiISCfUnWm6vp01bjwowPRfziLUzxXvDWuD9k1cavXZ6oSvx1W063w8MghSB1vEJGUCENG9uRu6/dM3KiYpk7ND12EMQEREpBNujupNgvjl8x1w9tZDrDqajJPJWRj+zTGM7OCNtwe3QpMG2q04r+lq8J5SewwP9sIHOy9XCk5/xd7F8GAvbDufytmh6zgOg1eCw+CJiDSzOz4V729LQFqu6iDy5OSCd7Mf4bM9idh87i4AwNZagik9/PBaP38429to9PkxSZkY98OJGvcbEuSBid398LCgBBG/qd9fiLNDmwdOhEhERAZT0fm4pvADVO5Y3NilHj4f2wHbZ/ZEqJ8rSsrkWHkoCX2XROPnmJso1WDF+ZpWjf9frel4WFCCD3Zq1l+oYt9F2xMgk7PdoC5gACIiIq2p2/nYw9lOZetJuyZSbJjeDT9O7IzmjRyRVVCCBVsvYfDnh7FHg47Sz3dpqlaomb81Xqth8pwdum5hHyAiItKaup2Plz7XAT1auKl8XxAEDAz0QJ9WjbDhVAo+33cNNx4U4JVfzqJrM1e8O7Q1OjZtoPRYTeb+EQFkFpTUuF91NO1vRKaJLUBERKQ1dcPAg/xitfazsZLgxe7NcGhuX0T084edtQSnbmZh1LfHEfFbLFIyCyvtr2qtL33i7NB1AwMQERFpTd0woGlocLK3wdzBrXHw7b4Y06kJBAHYeSEVA5ZF44MdCXhYUKLV3D8VXB1tauwvpIyLgw1nh64jGICIiEhrNXU+FlA+hFzb0ODtUg9LnwvGztd7oVdLN5TKRKw6mow+Sw5igRZ9eSrq+XBEkOK1Jl56yo/zAdURDEBERKQ1K4mAheGBAKqGCV0uKRHo7Yxfpobi5yld0drTCblFZfj1ZIpG53i8nqHtvbFiQid4StVvmXJxsMHM/i00+kwyXZwHSAnOA0REpBllHZH1NXmgTC5iU+wdRO66giwNOjQrq6di5fiMvCLcfFCAz/ddU3n8Ss4BZPI0+f5mAFKCAYiISHOPhwlDLB+RX1SG7pH7kVdcpnIfV0cbzH+mLTyda65nd3wq3tl0EdmFpZW2uzjY4JPR7Rh+zIAm398cBk9ERDphJRHQ/Z91tAyhvr01ljzbHq+ui1W5z8ej1Asu1a0kn/NEIKK6gX2AiIjIbIUFeWHlhE7wUtKXx8ZKwPk7Ocgtqj7AqDOajDNA1z1sASIiIrMWFuSFQYGeisdvuY9Kse38PZy++RAropOw4VQKZvZviQndmsLO2qrK8TVN5vj4DNCGbOEi/WIAIiIis/fk47cJ3Xyx/3IGPtl9Bdcz8vHBjgSsPZ6Mt59uhfD23pA81hdI3ckcOQN03cJHYEREVOdULK2xe1YvRI5uB3cnO9zOeoRZG+IwfPlRHL32QLGvviZzJNPGAERERHWWtZUE47o2RfTcvnj76QDUt7NG/N1cTFh1Ei+uOolL93L0PpkjmSYOg1eCw+CJiOqmrIISfH3gGtaduIVSWfnX38gO3ujcrAHmb7kEAJU6Q1eEIlUr2ZNp4TxAtcQARERUdyibn+juw0f4bG8itp2/BwCwlgho5emEu9mFyC7837xC+prMkfSD8wARERGh+hmqvxrXEW29nbF071WUyOS4dC8XAFDPxgr/CmmMoe289T6ZIxkPAxAREdUZlZe2KMQX+65Wmd8nLacIM9bFYnpvP3x/OLnK+49KZfjlRApkchGdmzWAlVbrxpOp4yMwJfgIjIjI/Chr7VFFACAIQE1zG/q5OeLfg1shLMgTgsAgZOr4CIyIiMxObdYSq24pC2VEAOr88z/5QQFm/BqLYB8XvBPWmhMh1iEMQEREZHS1WU1enaUstBXW1gOHrz3A+dvZGPfDCfQJaIR/h7VCW2+pHj6NDInzABERkVFVtN48+eiqoq/O7vjUao+vaSmL2pj0lB8Oze2Hid19YS0RcOjqfQz76ijeWH8OtzIL9PKZZBgMQEREZDTVtd5UbKtpIVJ9LFHx+OSHjZzs8N8RQdj/Vh8MD/YGAGw7fw8Dlh7Cgq3xXCLDTBk9AB0+fBjh4eHw9vaGIAjYsmVLpfcFQVD6s2TJEpXnjIyMRJcuXeDk5AR3d3eMHDkSiYmJer4SIiLSlCYLkaqiryUqFoYHVuqD5NvQEV+N64gdr/dEn4BGKJOL+DnmFvosjsbSvYk1rjpPpsXoAaigoADBwcFYvny50vdTU1Mr/axevRqCIGDMmDEqz3no0CFERETgxIkTiIqKQmlpKZ5++mkUFLC5kojIlOhiIdKalrLQxpsDA1T2PQpqLMVPU7pi/cvd0MHHBY9KZfj6wHX0WXwQPx65gaJSmQ4rIX0xqWHwgiBg8+bNGDlypMp9Ro4ciby8POzfv1/t896/fx/u7u44dOgQevfuXeX94uJiFBcXK17n5ubCx8eHw+CJiPQsJikT4344UeN+61/uVu0IrIp+REDVpSxEALMHtkQzN0dcS8/DNweTavy8L5/vgBEdGte4nyiK2HMpHUv2XEHS/fJ/ZHtL7fHmwACM7tQY1lZGb2ewKJoMgzerO5Oeno6dO3di6tSpGh2Xk5MDAHB1Vb6QXWRkJKRSqeLHx8en1rUSEVHNdLUQaViQF1ZM6ARPaeXHYZ5Se6yc0AmzBgZgRIfG6NGikVp1qftYTRAEhAV5Ys+bvbF4THt4Se1xL6cI//7rAgZ/cRi7LqbChNoZ6DFm1QK0ePFifPLJJ7h37x7s7dX7yymXyzF8+HBkZ2fj6NGjSvdhCxARkfFU13oDaLYQaU1zCcnkInp+egBpOUVKO14LKA9NR+f112oJjKJSGdaduIXlB6/jYWF5n6D2TaT49+DW6NnSTePzkWbqbAvQ6tWrMX78eLXDDwBEREQgPj4eGzZsULmPnZ0dnJ2dK/0QEZFhVNd6o+kq7FYSAd39G2JEh8bo7t+wSoixkghYGB4IAFVanSpeP9n5WRP2NlaY1qs5Dv+7H94Y0BKOtla4cCcHE1adxAs/nMC5lIdanZd0z2xagI4cOYLevXsjLi4OwcHBap1v5syZ2Lp1Kw4fPgw/Pz+16+BSGEREhlebmaA1VZuJFzXxIL8Yyw9ex68nUlAikwMAng70wNuDWyHAw0lnn0PlNPn+NpsANHnyZMTHx+PMmTM1nkcURbz++uvYvHkzoqOj0bJlS43qYAAiIqr7DBm47jwsxJf7ruGv2DuQi4BEAEZ2bIzZAwPg4+qgl8+0RGb1CCw/Px9xcXGIi4sDACQnJyMuLg4pKSmKfXJzc7Fx40ZMmzZN6TkGDBiAb775RvE6IiIC69atw2+//QYnJyekpaUhLS0Njx490uu1EBGR+ajpcZkuNWnggCXPBmPPm70R1tYTchHYFHsX/ZdGl0+mmMvJFA3N6C1A0dHR6NevX5XtkyZNwtq1awEA33//Pd58802kpqZCKq26/kqzZs0wefJkvP/++wCgcsXeNWvWYPLkyTXWxBYgIiLSp/O3s/HZ3kQcufYAAGBvI8FLPfzwSu/mcHGwNXJ15stsH4GZCgYgIiIyhONJD7BkTyLOpWQDAJzsrfFK7+Z4qYcfHO24XrmmGIBqiQGIiIgMRRRF7L+cgc/2JuJKWh4AwK2+LSL6tcALoU1hZ21l5ArNBwNQLTEAERGRocnlIrZfuIdlUVdxK7MQQPms0m8MaIl/hTThrNJqYACqJQYgIiIyllKZHBvP3MFX+68h7Z/O0c0aOmD2oACEt/eGRI+dtc0dA1AtMQAREZGxVcwq/W10ErIKSgAArT2dMGdQAAYFeqgc8GPJGIBqiQGIiKjuM+Q8QLWRX1yGNUeT8f2RG8grKgMABPu44O2nA9CzhRuD0GMYgGqJAYiIqG4z1EzQupRdWILvD9/AmmM38ahUBgAI9XPF3MGt0LlZ9YvFWgoGoFpiACIiqrsqFl998stPm8VXjeF+XvnyGr+d/N/yGn1bNcJbg1qhXZOqc+VZEgagWmIAIiKqmypWg3+85edxtV0N3pDuZj/C1/uvYePZO5DJy7/KB7f1wOxBAWjtaZnfXWa1FAYREZGhnErOUhl+AEAEkJpThFPJWYYrSkuNXerhkzHtsX9OH4zu2BiCAOy5lI4hXx7BG+vP4cb9fGOXaNIYgIiIyGJk5Km35pa6+5mCZm6OWDa2A/a+2RvD2nlBFIFt5+9h4LJDmLvxPG5nFRq7RJPEAERERBbD3clep/uZkpYeTlg+vhN2vtETA9t4QC4CG8/eQf+l0Xhv80Wk5nBB8McxABERkcXo6ucKL6k9VPXuEVA+Gqyrn/mOqmrrLcWPkzpjS0QP9GrphlKZiF9PpqDPkmi8v+0SV57/BwMQERFZDCuJgIXhgQBQJQRVvF4YHmjyHaDV0cHHBb9MDcXv07sh1M8VJWVyrD1+E72XHMRHOxOQmV9s7BKNiqPAlOAoMCKius0c5wGqDVEUcTwpE0v3JiL2n5XnHWytMPmpZpjeuzlcHGyNW6COcBh8LTEAERHVfeYyE7QuiaKI6Kv38XnUVVy4kwMAqG9njSk9/TC1px+k9WyMXGHtMADVEgMQERHVZaIoIiohHcuiruJKWh4AwNneGi/3ao7JPZrByd48gxADUC0xABERkSWQy0XsvpSGz6Ou4lpG+bxBLg42mN67OSZ1bwZHO2sjV6gZBqBaYgAiIiJLIpOL2HHhHr7cfw037hcAAFwdbfFK7+Z4sbsvHGzNIwgxANUSAxAREVkimVzEtvN38eW+a7iZWT6Bolt9W7zaxx/jQ31Rz9bKyBVWjwGolhiAiIjIkpXJ5NgSdw9f7b+GlH9mkm7kZIfX+vpjXNemsLcxzSDEAFRLDEBERERAqUyOTbF38PWB67jzsHwmaQ9nO8zo44/nTTAIMQDVEgMQERHR/5SUyfHn2Tv45sA13Ptn7iQPZzu81rcFxnbxMZkgxABUSwxAREREVRWXybDxzB18e/C6Igh5OtvjtX7+GNvFB3bWxg1CDEC1xABERESkWnGZDH/8E4QqZtP2ktrjtb7+eM6IQYgBqJYYgIiIiGpWXCbDH6dvY/nBJKTlPhaE+rXAc52bGDwIMQDVEgMQERGR+opKZfjjzG0sP3gd6bnli6wao0WIAaiWGICIiIg0V1Qqw++nb2NF9P9ahDyd7TGjr79BOkszANUSAxAREZH2KlqEvn3s0Zghhs8zANUSAxAREVHtVfQR+jY6SdFZ2sPZDq/20c+EigxAtcQAREREpDsVo8ZWPDZ83t3JDjve6Al3J3udfY4m39/msboZERERmS07ayu82M0Xz3Vugj/P3sHyA9fRtKGDTsOPphiAiIiIyCDsrK0wPtQXz4b4IKugxKi1SIz66URERGRxbK0l8JQar/UHYAAiIiIiC8QARERERBaHAYiIiIgsDgMQERERWRwGICIiIrI4DEBERERkcRiAiIiIyOIwABEREZHFYQAiIiIii8MARERERBaHAYiIiIgsDgMQERERWRwGICIiIrI41sYuwBSJoggAyM3NNXIlREREpK6K7+2K7/HqMAApkZeXBwDw8fExciVERESkqby8PEil0mr3EUR1YpKFkcvluHfvHpycnCAIgk7PnZubCx8fH9y+fRvOzs46PbcpqMvXV5evDeD1mbO6fG0Ar8+cGfraRFFEXl4evL29IZFU38uHLUBKSCQSNGnSRK+f4ezsXOf+oj+uLl9fXb42gNdnzurytQG8PnNmyGurqeWnAjtBExERkcVhACIiIiKLwwBkYHZ2dli4cCHs7OyMXYpe1OXrq8vXBvD6zFldvjaA12fOTPna2AmaiIiILA5bgIiIiMjiMAARERGRxWEAIiIiIovDAEREREQWhwFID5YvX45mzZrB3t4eoaGhOHXqVLX7b9y4Ea1bt4a9vT3atWuHv//+20CVaiYyMhJdunSBk5MT3N3dMXLkSCQmJlZ7zNq1ayEIQqUfe3t7A1Wsvvfff79Kna1bt672GHO5bwDQrFmzKtcnCAIiIiKU7m/q9+3w4cMIDw+Ht7c3BEHAli1bKr0viiIWLFgALy8v1KtXDwMHDsS1a9dqPK+mv7v6UN21lZaWYt68eWjXrh0cHR3h7e2NiRMn4t69e9WeU5u/3/pS072bPHlylVrDwsJqPK8p3Dug5utT9nsoCAKWLFmi8pymcv/U+Q4oKipCREQEGjZsiPr162PMmDFIT0+v9rza/r7WFgOQjv3++++YM2cOFi5ciNjYWAQHB2Pw4MHIyMhQuv/x48cxbtw4TJ06FefOncPIkSMxcuRIxMfHG7jymh06dAgRERE4ceIEoqKiUFpaiqeffhoFBQXVHufs7IzU1FTFz61btwxUsWbatm1bqc6jR4+q3Nec7hsAnD59utK1RUVFAQCeffZZlceY8n0rKChAcHAwli9frvT9xYsX46uvvsLKlStx8uRJODo6YvDgwSgqKlJ5Tk1/d/WlumsrLCxEbGws5s+fj9jYWGzatAmJiYkYPnx4jefV5O+3PtV07wAgLCysUq3r16+v9pymcu+Amq/v8etKTU3F6tWrIQgCxowZU+15TeH+qfMdMHv2bGzfvh0bN27EoUOHcO/ePYwePbra82rz+6oTIulU165dxYiICMVrmUwment7i5GRkUr3f+6558Rhw4ZV2hYaGiq+8soreq1TFzIyMkQA4qFDh1Tus2bNGlEqlRquKC0tXLhQDA4OVnt/c75voiiKs2bNEv39/UW5XK70fXO5b6IoigDEzZs3K17L5XLR09NTXLJkiWJbdna2aGdnJ65fv17leTT93TWEJ69NmVOnTokAxFu3bqncR9O/34ai7PomTZokjhgxQqPzmOK9E0X17t+IESPE/v37V7uPqd6/J78DsrOzRRsbG3Hjxo2KfS5fviwCEGNiYpSeQ9vfV11gC5AOlZSU4OzZsxg4cKBim0QiwcCBAxETE6P0mJiYmEr7A8DgwYNV7m9KcnJyAACurq7V7pefnw9fX1/4+PhgxIgRuHTpkiHK09i1a9fg7e2N5s2bY/z48UhJSVG5rznft5KSEqxbtw5TpkypdrFfc7lvT0pOTkZaWlql+yOVShEaGqry/mjzu2sqcnJyIAgCXFxcqt1Pk7/fxhYdHQ13d3e0atUKM2bMQGZmpsp9zfnepaenY+fOnZg6dWqN+5ri/XvyO+Ds2bMoLS2tdC9at26Npk2bqrwX2vy+6goDkA49ePAAMpkMHh4elbZ7eHggLS1N6TFpaWka7W8q5HI53nzzTfTo0QNBQUEq92vVqhVWr16NrVu3Yt26dZDL5Xjqqadw584dA1Zbs9DQUKxduxa7d+/GihUrkJycjF69eiEvL0/p/uZ63wBgy5YtyM7OxuTJk1XuYy73TZmKe6DJ/dHmd9cUFBUVYd68eRg3bly1C01q+vfbmMLCwvDzzz9j//79+PTTT3Ho0CEMGTIEMplM6f7meu8A4KeffoKTk1ONj4hM8f4p+w5IS0uDra1tlTBe03dgxT7qHqMrXA2etBIREYH4+Pgan0N3794d3bt3V7x+6qmn0KZNG3z33Xf44IMP9F2m2oYMGaL4/+3bt0doaCh8fX3xxx9/qPWvM3OyatUqDBkyBN7e3ir3MZf7ZslKS0vx3HPPQRRFrFixotp9zenv9/PPP6/4/+3atUP79u3h7++P6OhoDBgwwIiV6d7q1asxfvz4GgcYmOL9U/c7wJSxBUiH3NzcYGVlVaXHe3p6Ojw9PZUe4+npqdH+pmDmzJnYsWMHDh48iCZNmmh0rI2NDTp27Ijr16/rqTrdcHFxQUBAgMo6zfG+AcCtW7ewb98+TJs2TaPjzOW+AVDcA03ujza/u8ZUEX5u3bqFqKioalt/lKnp77cpad68Odzc3FTWam73rsKRI0eQmJio8e8iYPz7p+o7wNPTEyUlJcjOzq60f03fgRX7qHuMrjAA6ZCtrS1CQkKwf/9+xTa5XI79+/dX+tf047p3715pfwCIiopSub8xiaKImTNnYvPmzThw4AD8/Pw0PodMJsPFixfh5eWlhwp1Jz8/H0lJSSrrNKf79rg1a9bA3d0dw4YN0+g4c7lvAODn5wdPT89K9yc3NxcnT55UeX+0+d01lorwc+3aNezbtw8NGzbU+Bw1/f02JXfu3EFmZqbKWs3p3j1u1apVCAkJQXBwsMbHGuv+1fQdEBISAhsbm0r3IjExESkpKSrvhTa/rzqj1y7WFmjDhg2inZ2duHbtWjEhIUGcPn266OLiIqalpYmiKIovvvii+M477yj2P3bsmGhtbS1+9tln4uXLl8WFCxeKNjY24sWLF411CSrNmDFDlEqlYnR0tJiamqr4KSwsVOzz5PUtWrRI3LNnj5iUlCSePXtWfP7550V7e3vx0qVLxrgEld566y0xOjpaTE5OFo8dOyYOHDhQdHNzEzMyMkRRNO/7VkEmk4lNmzYV582bV+U9c7tveXl54rlz58Rz586JAMRly5aJ586dU4yE+uSTT0QXFxdx69at4oULF8QRI0aIfn5+4qNHjxTn6N+/v/j1118rXtf0u2sK11ZSUiIOHz5cbNKkiRgXF1fp97C4uFjltdX099tUri8vL098++23xZiYGDE5OVnct2+f2KlTJ7Fly5ZiUVGRyuszlXtX0/VVyMnJER0cHMQVK1YoPYep3j91vgNeffVVsWnTpuKBAwfEM2fOiN27dxe7d+9e6TytWrUSN23apHitzu+rPjAA6cHXX38tNm3aVLS1tRW7du0qnjhxQvFenz59xEmTJlXa/48//hADAgJEW1tbsW3btuLOnTsNXLF6ACj9WbNmjWKfJ6/vzTffVPxZeHh4iEOHDhVjY2MNX3wNxo4dK3p5eYm2trZi48aNxbFjx4rXr19XvG/O963Cnj17RABiYmJilffM7b4dPHhQ6d/FimuQy+Xi/PnzRQ8PD9HOzk4cMGBAlev29fUVFy5cWGlbdb+7hlLdtSUnJ6v8PTx48KDiHE9eW01/vw2puusrLCwUn376abFRo0aijY2N6OvrK7788stVgoyp3jtRrPnvpiiK4nfffSfWq1dPzM7OVnoOU71/6nwHPHr0SHzttdfEBg0aiA4ODuKoUaPE1NTUKud5/Bh1fl/1QfinGCIiIiKLwT5AREREZHEYgIiIiMjiMAARERGRxWEAIiIiIovDAEREREQWhwGIiIiILA4DEBEREVkcBiAiIiKyOAxARGQUzZo1wxdffGHsMgymb9++ePPNN41dBhH9gwGIiCze+vXrYWVlhYiICGOXQkQGwgBERBZv1apV+Pe//43169ejqKjI2OUQkQEwABGRXvTt2xczZ87EzJkzIZVK4ebmhvnz5+Px5QcLCwsxZcoUODk5oWnTpvj+++8rnWPevHkICAiAg4MDmjdvjvnz56O0tFTx/vnz59GvXz84OTnB2dkZISEhOHPmjOL9o0ePolevXqhXrx58fHzwxhtvoKCgoNJnJCcn4/jx43jnnXcQEBCATZs2VXp/7dq1cHFxwZ49e9CmTRvUr18fYWFhSE1NVexTVlaGN954Ay4uLmjYsCHmzZuHSZMmYeTIkSr/fIqLi/H222+jcePGcHR0RGhoKKKjozX5IyaiWmAAIiK9+emnn2BtbY1Tp07hyy+/xLJly/Djjz8q3l+6dCk6d+6Mc+fO4bXXXsOMGTOQmJioeN/JyQlr165FQkICvvzyS/zwww/4/PPPFe+PHz8eTZo0wenTp3H27Fm88847sLGxAQAkJSUhLCwMY8aMwYULF/D777/j6NGjmDlzZqUa16xZg2HDhkEqlWLChAlYtWpVlesoLCzEZ599hl9++QWHDx9GSkoK3n77bcX7n376KX799VesWbMGx44dQ25uLrZs2VLtn83MmTMRExODDRs24MKFC3j22WcRFhaGa9euafRnTERa0vt680Rkkfr06SO2adNGlMvlim3z5s0T27RpI4qiKPr6+ooTJkxQvCeXy0V3d3dxxYoVKs+5ZMkSMSQkRPHayclJXLt2rdJ9p06dKk6fPr3StiNHjogSiUR89OiRKIqiKJPJRB8fH3HLli2iKIri/fv3RVtbW/HGjRuKY9asWSMCEK9fv67Ytnz5ctHDw0Px2sPDQ1yyZInidVlZmdi0aVNxxIgRlf48Zs2aJYqiKN66dUu0srIS7969W6m+AQMGiO+++67K6yci3WELEBHpTbdu3SAIguJ19+7dce3aNchkMgBA+/btFe8JggBPT09kZGQotv3+++/o0aMHPD09Ub9+ffznP/9BSkqK4v05c+Zg2rRpGDhwID755BMkJSUp3jt//jzWrl2L+vXrK34GDx4MuVyO5ORkAEBUVBQKCgowdOhQAICbmxsGDRqE1atXV7oOBwcH+Pv7K157eXkp6szJyUF6ejq6du2qeN/KygohISEq/1wuXrwImUyGgICASvUdOnSo0jUQkf5YG7sAIrJcFY+rKgiCALlcDgCIiYnB+PHjsWjRIgwePBhSqRQbNmzA0qVLFfu///77eOGFF7Bz507s2rULCxcuxIYNGzBq1Cjk5+fjlVdewRtvvFHlc5s2bQqgvPNzVlYW6tWrp3hPLpfjwoULWLRoESQSico6xcf6MmkqPz8fVlZWOHv2LKysrCq9V79+fa3PS0TqYwAiIr05efJkpdcnTpxAy5Ytq3zpK3P8+HH4+vrivffeU2y7detWlf0CAgIQEBCA2bNnY9y4cVizZg1GjRqFTp06ISEhAS1atFB6/szMTGzduhUbNmxA27ZtFdtlMhl69uyJvXv3IiwsrMY6pVIpPDw8cPr0afTu3VtxjtjYWHTo0EHpMR07doRMJkNGRgZ69epV42cQke4xABGR3qSkpGDOnDl45ZVXEBsbi6+//rpSC051WrZsiZSUFGzYsAFdunTBzp07sXnzZsX7jx49wty5c/Gvf/0Lfn5+uHPnDk6fPo0xY8YAKB9B1q1bN8ycORPTpk2Do6MjEhISEBUVhW+++Qa//PILGjZsiOeee67SYzoAGDp0KFatWqVWAAKA119/HZGRkWjRogVat26Nr7/+Gg8fPqxy3goBAQEYP348Jk6ciKVLl6Jjx464f/8+9u/fj/bt22PYsGFqfS4RaY8BiIj0ZuLEiXj06BG6du0KKysrzJo1C9OnT1fr2OHDh2P27NmYOXMmiouLMWzYMMyfPx/vv/8+gPJ+NpmZmZg4cSLS09Ph5uaG0aNHY9GiRQDK+xcdOnQI7733Hnr16gVRFOHv74+xY8cCAFavXo1Ro0YpDSljxozBiy++iAcPHqhV67x585CWloaJEyfCysoK06dPx+DBg6tt6VqzZg0+/PBDvPXWW7h79y7c3NzQrVs3PPPMM2p9JhHVjiDW5kE2EZEKffv2RYcOHSxquYsKcrkcbdq0wXPPPYcPPvjA2OUQkRJsASIiqqVbt25h79696NOnD4qLi/HNN98gOTkZL7zwgrFLIyIVOAyeiKiWJBIJ1q5diy5duqBHjx64ePEi9u3bhzZt2hi7NCJSgY/AiIiIyOKwBYiIiIgsDgMQERERWRwGICIiIrI4DEBERERkcRiAiIiIyOIwABEREZHFYQAiIiIii8MARERERBbn/wFfZA0FYC/saAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61974.0 61975.0 50 1 Parameter('H', value=16.301117320629164, unit=mag) Parameter('G12', value=0.6532620544619884, unit=, bounds=[0, 1])\n", + "[0.00577612] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61974\n", + "plots/phase_curve_6098332225018000_61974.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61976.0 61977.0 51 1 Parameter('H', value=16.301269473193823, unit=mag) Parameter('G12', value=0.6538876303590307, unit=, bounds=[0, 1])\n", + "[-0.03461984] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61976\n", + "plots/phase_curve_6098332225018000_61976.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61999.0 62000.0 52 1 Parameter('H', value=16.300378117679422, unit=mag) Parameter('G12', value=0.650540100629068, unit=, bounds=[0, 1])\n", + "[0.01286756] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_61999\n", + "plots/phase_curve_6098332225018000_61999.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62000.0 62001.0 53 1 Parameter('H', value=16.3000706285954, unit=mag) Parameter('G12', value=0.6453764075291013, unit=, bounds=[0, 1])\n", + "[0.01889488] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62000\n", + "plots/phase_curve_6098332225018000_62000.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62003.0 62004.0 54 1 Parameter('H', value=16.29997651804096, unit=mag) Parameter('G12', value=0.6415776711795779, unit=, bounds=[0, 1])\n", + "[-0.05266196] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62003\n", + "plots/phase_curve_6098332225018000_62003.png\n" + ] + }, + { + "data": { + "image/png": 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fPdkBggBsPpmOj/ZeVvv6MrmImJQc7Ii7iZiUHLYgERFRg+IsMFKqai2gGZtiIaBy7Z8qDy52GB7qjeKyCry59QK+jr4KqYMNXunfotZr743PwJJdCdXGGHlL7RXXIyIi0je2AJFKVWsB1bXY4cRu/nh7RGsAwCd7E7H+SKrKa+6Nz8CMTbE1Blhn5pVgxqZY7I3P0PFdEBER1cQWIKpVeKi3Wosdvtg3CAUlFfjin2S8/2cCrATgmV6B1Y6pmlqvrLOr6rG3t13A/XI5vFy4qCIREekPAxDVSWIlqLXY4bwhwZDJRXwVlYL3diXAykrA1J7NAFSGn41HU+ucWp9bVI65v8QBYLcYERHpDwMQ6YxcBHq3cEdiVgEOXMrGoh0XIQgCHmlkW2PMjzqqusW4txgREekaAxDphLKBzQCwcHu81tcUUTngesmuBAwJ8WJ3GBER6QwHQVO9qRrYrAsigIy8EpxMzdX5tYmIyHIxAFG91DawWZfUXZmaiIhIHQYNQIcOHUJERAR8fHwgCAK2b99e45hLly5h1KhRkEqlcHJyQteuXZGenl7rde/du4eZM2fC29sbdnZ2CA4Oxp49e/R0F5ZNnT3DdEHdlamJiIjUYdAxQEVFRQgLC8Nzzz2HcePG1Xg+JSUFvXv3xvTp07FkyRK4uLjg4sWLsLdX/WFYVlaGIUOGwMPDA7///jt8fX2RlpYGV1dXPd6J5dJFy4yzvTUKSyqUtiIJqFx3qFugW71fh4iIqIpBA9Dw4cMxfPhwlc+/8847GDFiBD755BPFY0FBQbVec/369cjNzcWxY8dgY2MDAGjWrJlO6qWa6tsy4y21x8KRbTDz57O1rjjNAdBERKRLRjsGSC6XY/fu3QgODsawYcPg4eGB7t27K+0me9DOnTvRs2dPzJw5E56enggNDcXSpUshk8lUnlNaWor8/PxqX6SeuvYMq8vCkSEY0d5HrRWniYiIdMVoA1B2djYKCwvx0UcfITw8HPv27cPYsWMxbtw4REdHqzzv6tWr+P333yGTybBnzx4sXLgQK1aswIcffqjynGXLlkEqlSq+/Pz89HFLZqlqzzAAWoWg6Cu3AVSuOH1kwUBsfqEHPp/YAZtf6IEjCwYy/BARkV4IoigaxTbcgiBg27ZtGDNmDADg1q1b8PX1xaRJk/Dzzz8rjhs1ahScnJywefNmpdcJDg5GSUkJUlNTIZFIAAArV67E8uXLkZGhfJ+p0tJSlJaWKr7Pz8+Hn58f8vLy4OLioqM7NG+q1gFSx8wBQXhjaCsIAru5iIhIe/n5+ZBKpWp9fhvtQoju7u6wtrZGSEhItcfbtGmDI0eOqDzP29sbNjY2ivBTdU5mZibKyspga2tb4xw7OzvY2dnprngL9PCeYXcKSvHB7ktqnbv6YAqKSmVY9FgIrDjWh4iIGoDRdoHZ2tqia9euSExMrPZ4UlISAgICVJ7Xq1cvJCcnQy6XVzvH29tbafgh3anaM2x0B1880yuw1rFBAioHQC8Z1RYAsPHYNby59TxkcqNokCQiIjNn0ABUWFiIuLg4xMXFAQBSU1MRFxenWOdn/vz5+OWXX/Dtt98iOTkZX375JXbt2oVXXnlFcY2pU6firbfeUnw/Y8YM5ObmYs6cOUhKSsLu3buxdOlSzJw5s0HvzdLVNjbowdld0x5thk+fCIOVAPx6+gbmbDmLcpkcMrmImJQc7Ii7iZiUHAYjIiLSKYOOAYqKisKAAQNqPD5t2jRs3LgRQOW09mXLluHGjRto1aoVlixZgtGjRyuO7d+/P5o1a6Y4HgBiYmIwd+5cxMXFwdfXF9OnT8eCBQuqdYvVRpM+RKqdsrFBynZ533Mh49/wI6K9rxTZBSXIzC+t9RwiIqIHafL5bTSDoI0JA5BuyeSiYmyQh3PloobK1vU5eDkbL/54GuWymj+SVUdzWjwREaliFoOgyXxUjQ2qS9/gR+Bsb43covIaz3FneCIi0iWjHQRN5k3ZGJ+TqblKw08V7gxPRES6whYganCqxgWNCPVS63zuDE9ERPXFAEQNam98BmZsiq2x8WlmXgnWHb2m1jW4MzwREdUXu8CowcjkIpbsSlC663vVY1ZC7VtquDracGd4IiKqNwYgajAnU3Pr3CpDLv5vwLMyecXl+OlEms5rIyIiy8IARA1G3bE7z/VqVnNneBc79G3pDhHAoh0Xsfzvy+AKDkREpC2OAaIGo+7YnSEhXnhnZEiNtYOsBODLf5KxIjIJqw+mIDu/FMvGtYO1hDmeiIg0wwBEDaZboBu8pfbIzCtROg5IAOAl/d9CicrWDnp1UEs84myHt7ddwG9nbuB2YSm+fKoTGtnxR5mIiNTH/zpTg1F3f7C6Fjmc2M0fXz/dBfY2VohKvI3H1xzDrXv3dV8wERGZLQYgalDhod5YM6VTzTE+UnuNtrkYEuKJLS/2hHsjO1zOLMCY1Udx4UaePkomIiIzxL3AlOBeYPqn7v5gdblxtxjTN55GYlYBHGwk+HxiBwxtq96CikREZF64GWo9MQCZlvyScsz6+SwOJd2GIADvjGiD6b0DIQjcL4yIyJJo8vnNLjAyeS72Nlg/rQsmd/eHKAIf7r6Ed7fHo0ImN3RpRERkpBiAyCxYS6zw4ZhQvDuyDQQB+OlEOp77/jQKSlRvrkpERJaLAYjMhiAIeL5Pc3w9pTMcbCQ4lHQbj6+JwY27xQCU70BPRESWiWOAlOAYINN34UYepn9/CtkFpXBvZIdnewVg0/H0GjvQL44IUXvmGRERGTcOgq4nBiDzkJF3H89tPI1LGflKn68aIq3J9HsiIjJeeg9AO3fuVH4xQYC9vT1atGiBwMBATS9rNBiAzEdBSTm6/nc/SsqVD4iuWn36yIKBWk3DJyIi46HJ57dW+weMGTMGgiDU2Iyy6jFBENC7d29s374djRs31uYliHQi/ma+yvADVO48n5FXgpOpuUq33iAiIvOk1SDoyMhIdO3aFZGRkcjLy0NeXh4iIyPRvXt3/Pnnnzh06BBycnLwxhtv6LpeIo2ouwO9uscREZF50KoFaM6cOfjmm2/w6KOPKh4bNGgQ7O3t8eKLL+LixYtYtWoVnnvuOZ0VSqQNdXegV/c4IiIyD1q1AKWkpCjtW3NxccHVq1cBAC1btsSdO3fqVx1RPVXtQF/b6J5GdhJ0CWBXLRGRJdEqAHXu3Bnz58/H7du3FY/dvn0b//nPf9C1a1cAwJUrV+Dn56ebKom0VNsO9FUKS2WYtTm21kUTuYYQEZF50aoLbN26dRg9ejSaNm2qCDnXr19H8+bNsWPHDgBAYWEh3n33Xd1VSqSlqh3ol+xKqLEO0JAQT2w5eR1/X8zCleyj+HpKZ7T0dK52/t74DKXncg0hIiLTpfU6QHK5HPv27UNSUhIAoFWrVhgyZAisrEx/cWlOgzdPqnagP5t+F6/8FIuMvBI42krw8fj2iAjzAVAZfmZsisXDvyRcQ4iIyPhwIcR6YgCyPDmFpZi95SyOJucAAJ7t1QwLwltjwKdR1Vp+HsQ1hIiIjEuDBKCioiJER0cjPT0dZWVl1Z6bPXu2Npc0GgxAlkkmF7FiXyK+ikoBALTydEZiVkGd521+oQfXECIiMgJ6Xwjx7NmzGDFiBIqLi1FUVAQ3NzfcuXMHjo6O8PDwMPkARJZJYiXgP+Gt0cHPFa//ek6t8ANwDSEiIlOk1YCduXPnIiIiAnfv3oWDgwOOHz+OtLQ0dO7cGZ9++qmuayRqUEPbemHXq73h7+ao1vFcQ4iIyPRoFYDi4uLw+uuvw8rKChKJBKWlpfDz88Mnn3yCt99+W9c1EjW4Zu5O2DO7DxxsVP+KCKicDdYt0E3p85w6T0RkvLTqArOxsVHM9vLw8EB6ejratGkDqVSK69ev67RAIkNpZG+NlU+GYcZPZ5U+LwJYHBGidAA0p84TERk3rVqAOnbsiFOnTgEA+vXrh0WLFuGnn37Ca6+9htDQUJ0WSGRIgqD57K6qqfMPzx7LzCvBjE2x2BufoavyiIhIS1oFoKVLl8Lbu/J/sf/973/RuHFjzJgxA7dv38Y333yj0wKJDEUmF7FkV0KtxyzeebFa11bVOco6u6oeW7Irgd1hREQGplUXWJcuXRR/9vDwwN69e3VWEJGxOJmaq3INoCpZ+aX4+UQanu7ZTK1zRAAZeSU4mZrLqfNERAZk+ss2E+mJutPbF++8iG8PXYUoimqfw6nzRESGpVULUE5ODhYtWoSDBw8iOzsbcrm82vO5ubk6KY7IkNSd3i4Xgf/uuYTjV3Mwoat6GwBz6jwRkWFpFYCefvppJCcnY/r06fD09NRqoCiRsesW6AZvqT0y80qUjukRAHi62GHmgBb4YPclHLicjYsZ+WjiZIvcojKV53jVMnWeiIgahlYB6PDhwzhy5AjCwsJ0XQ+R0ZBYCVgcEYIZm2IhANUCTVXkf29UW4SHeqNzgBtm/RyLq3eKIAhQGX4A1VPniYio4Wg1Bqh169a4f/++rmshMjrhod5YM6UTvKTVu6y8pPbVdoIP8XHBzld74/HOTVG1u56NRKj1HCIiMhytNkM9deoU3nzzTSxatAihoaGwsbGp9rypbyDKzVDpYTK5iJOpucguKIGHc2UXlqpWnF3nbuHtbRdQUFIBexsrjO/UFCPbeaN78yZs+SEi0iO9b4bq6uqK/Px8DBw4sNrjoihCEATIZDJtLktktCRWgtrT1iPCfNApoDHmbonDyWu5+OlEOvLul6OtrxRSB5u6L0BERHqnVQCaPHkybGxs8PPPP3MQNJESvq4O2PxiD6yJSsZn+6/gz/MZOJt+D59N6MAB0ERERkCrLjBHR0ecPXsWrVq10kdNBscuMNKls+l3MWdLHNJzi2ElADMHtMDsQS1hI+EyXEREuqTJ57dW/wJ36dKFm54Sqamjf2PsmdMH4zs1hVwEvvgnGY+vjUHK7UJDl0ZEZLG0agH67bff8N5772H+/Plo165djUHQ7du311mBhsAWINKXhwdIvzW8DZ7uEQArDo4mIqo3TT6/tQpAVlY1G44EQTCbQdAMQKRPt+7dx/zfz+Focg4AoHcLdyx/oj28pQ61nqfJTDQiIkuk9wCUlpZW6/MBAQGaXtKoMACRvsnlIn48noZlf11CSbkczvbW+GB0KEZ38FE6qWBvfAaW7EqottGqt9QeiyNCuK4QEdG/9B6A1DVy5Eh899138PY2rX+gGYCooaTcLsS8X8/h3PV7AICR7bzx4ZhQNHayVRyzNz4DMzbF1lhduiomcXFFIqJKeh8Era5Dhw5xxWiiWgQ90gh/vNwT84YEw9pKwO4LGRi66hAOXs4GUNnttWRXgtKtNaoeW7IrATK53v4fQ0RkljgPl8jArCVWmD2oJba90gstPBrhdkEpnt14Cm9tPY/oxNvVur0eJgLIyCvBydTchiuYiMgMMAARGYl2TaX489XemN47EACw+eR1vP5bnFrnZheoDklERFQTAxCREbG3kWDhYyHY/EIP+Lk54G5xuVrneTjb130QEREpMAARGaGeQU2wd05fPN2j7hmVTZxs0cHPFTEpOdgRdxMxKTkcE0REVAet9gIjIv1zsrPGB2NC4d7IFp/tv6LyuJyiMrRdvBcPZh5OkSciqp1eW4DefvttuLlx40ei+pgzOBirJoTB0Vai8piHG3wy80owY1Ms9sZn6Lk6IiLTpPY6QDt37lT7oqNGjVLruEOHDmH58uU4c+YMMjIysG3bNowZM6baMZcuXcKCBQsQHR2NiooKhISE4I8//oC/v7/K665atQpr1qxBeno63N3d8fjjj2PZsmWwt1dvnATXASJjVFYhR+cP96GgRL2V1gUAXlJ7HFkwkCtGE5FF0OTzW+0usIeDSdXWFw9+X0XdrTCKiooQFhaG5557DuPGjavxfEpKCnr37o3p06djyZIlcHFxwcWLF2sNMj///DPefPNNrF+/Ho8++iiSkpLwzDPPQBAErFy5Uq26iIzRmbS7aocfoPoU+Z5BTfRXGBGRCVI7AMnlcsWf9+/fjwULFmDp0qXo2bMnACAmJgbvvvsuli5dqvaLDx8+HMOHD1f5/DvvvIMRI0bgk08+UTwWFBRU6zWPHTuGXr164amnngIANGvWDJMmTcKJEyfUrovIGGk71Z1T5ImIatJqDNBrr72Gzz//HMOGDYOLiwtcXFwwbNgwrFy5ErNnz9ZJYXK5HLt370ZwcDCGDRsGDw8PdO/eHdu3b6/1vEcffRRnzpzByZMnAQBXr17Fnj17MGLECJXnlJaWIj8/v9oXkbHRdqo7p8gTEdWkVQBKSUmBq6trjcelUimuXbtWz5IqZWdno7CwEB999BHCw8Oxb98+jB07FuPGjUN0dLTK85566im8//776N27N2xsbBAUFIT+/fvj7bffVnnOsmXLIJVKFV9+fn46uQciXeoW6AYvF83CjLe0ctd4IiKqTqsA1LVrV8ybNw9ZWVmKx7KysjB//nx069ZNJ4VVdbmNHj0ac+fORYcOHfDmm2/isccew9q1a1WeFxUVhaVLl+Krr75CbGwstm7dit27d+ODDz5Qec5bb72FvLw8xdf169d1cg9EuhSZkImSCvXHAAHAsLae4PhnIqKatFoHaP369Rg7diz8/f0VrSXXr19Hy5Yt6+yiUpe7uzusra0REhJS7fE2bdrgyJEjKs9buHAhnn76aTz//PMAgHbt2qGoqAgvvvgi3nnnHVhZ1cx8dnZ2sLOz00ndRPqgakf4KoIAPDif09pKQIVcxMZjaUjLKcaHY9vB19WhQWolIjIFWgWgFi1a4Pz584iMjMTly5cBVAaTwYMHV5sNVh+2trbo2rUrEhMTqz2elJSEgADVq+MWFxfXCDkSSeX6KWrO+CcyKrXtCF/F09kO03sH4vrd+whwc8TEbv7YeOwaPt9/BQcTb2Poymj8J7w1nu4RACs2CRERab8StCAIGDp0KPr27Qs7Ozutgk9hYSGSk5MV36empiIuLg5ubm7w9/fH/PnzMWHCBPTt2xcDBgzA3r17sWvXLkRFRSnOmTp1Knx9fbFs2TIAQEREBFauXImOHTuie/fuSE5OxsKFCxEREaEIQkSm5GRqbq07wgNAZn4p/rvnsuL7746kYnFECPbM6Y03/7iA02l3sXjnReyIu4mPx7dHS09nfZdNRGTUtBoDJJfL8cEHH8DX1xeNGjVCamoqgMrup3Xr1ql9ndOnT6Njx47o2LEjAGDevHno2LEjFi1aBAAYO3Ys1q5di08++QTt2rXDd999hz/++AO9e/dWXCM9PR0ZGf9b7fbdd9/F66+/jnfffRchISGYPn06hg0bhq+//lqbWyUyOG2msVetBJ2cXYhfX+qJD8aEopGdNWLT72HE/x3Gqv1JKKuQ130hIiIzpfZK0A96//338f333+P999/HCy+8gPj4eDRv3hy//PILVq1ahZiYGH3U2mC4EjQZk5iUHEz69rjG5z28EvSte/excHs8DlzOBgAEezbCsnHt0TmgsUbXlclFnEzNRXZBCTycK2eZcaVpIjIGmnx+axWAWrRoga+//hqDBg2Cs7Mzzp07h+bNm+Py5cvo2bMn7t69q3XxxoABiIyJTC6i98f/IDOvpNZxQKpsfqGHYiVoURSx+0IG3tt5EXcKyyAIwLSezfDGsFZoZFd3j/je+Aws2ZVQrUuOG68SkbHQ5PNbqy6wmzdvokWLFjUel8vlKC8v1+aSRKSCxErA4ojK2ZDatLM82IUmCAIea++DyLn98HjnphBFYOOxaxj22SEc/LdlSJWqmWgPj0fixqtEZIq0CkAhISE4fPhwjcd///13xXgeItKd8FBvrJnSCV5SzVd1VrYSdGMnW3z6RBh+nN4Nfm4OuHnvPp7deAqvbj6L2wWlNY6vbSZa1WNLdiVA9vC29ERERkqrWWCLFi3CtGnTcPPmTcjlcmzduhWJiYn44Ycf8Oeff+q6RiJCZQgaEuKlGH/j3sgOr/8ah6z8UqXBpGoMUG0rQfdp+Qj+fq0vVu2/gu8OX8Wuc7cQnZiNiV39EeLjDE8XB3QLdKtzJho3XiUiU6PVGCAAOHz4MN5//32cO3cOhYWF6NSpExYtWoShQ4fqusYGxzFAZCqquqUAVAtBVV1la6Z0UntsTvzNPLzy0xmk596v9ri31B4jQr2w7ui1Oq/x+cQOGN3BV63XIyLSNU0+v7VeB6hPnz6IjIzU9nQi0oGqrrGHByZ7aTEw+cbd4hrhB6hs2VEn/ADceJWITIdWAejUqVOQy+Xo3r17tcdPnDgBiUSCLl266KQ4Iqrbw11j2kxNrxrjU5uqq2nb3UZEZEy0GgQ9c+ZMpRuG3rx5EzNnzqx3UUSkGYmVgJ5BTTC6gy96BjXReF0edVabFqE6/ADA4ogQrgdERCZDqwCUkJCATp061Xi8Y8eOSEio/X+RRGR8NFlt+uGM4yW112isERGRMdCqC8zOzg5ZWVlo3rx5tcczMjJgba31sCIiMhB1x+54S+0VLUVtvJ3xct8gPBbmw5YfIjI5WrUADR06FG+99Rby8vIUj927dw9vv/02hgwZorPiiKhhdAt0g7fUXuVCiwIqw8+B1/vhtcEtYSuxwqWMAizYeh7fHr6Kchn3FSMi06LVNPibN2+ib9++yMnJUSx8GBcXB09PT0RGRsLPz0/nhTYkToMnc6dsP6/IhEy1p9Sn3C7EO9su4PjVXABAay9nLB3XDp38NdtXjIhIl/S+FxgAFBUV4aeffsK5c+fg4OCA9u3bY9KkSbCxsdGqaGPCAETmrLb9vACovdeXKIr4I/Ym/rs7AXeLyyEIwOTu/pg/rDWkDvr5d4AbsRJRbRokAJkzBiAyV1ULJz78S/9gK4+mU+pzi8qwdM8l/H7mBgDgEWc7LHwsBBHtvSEIugsn3IiViOqi9wD0ww8/1Pr81KlTNb2kUWEAInNUtau8qunuVWv5HFkwUKtWlWMpd/DutnhcvVMEAOjT0h0fjglFQBOn+pQNQL3gxhBERHoPQI0bV+/nLy8vR3FxMWxtbeHo6Ijc3FxNL2lUGIDIHMWk5GDSt8frPG7zCz203s+rtEKGtVFXsToqGWUVcthZW2HWgBZ4sV9z2FlLtLqmvoMbEZkPTT6/tZoFdvfu3WpfhYWFSExMRO/evbF582atiiYi/VJ3rR9N1gR6mJ21BHMGt8Tfr/VF7xbuKK2QY0VkEkZ8fhgxKTlaXVOTjViJiNSlVQBSpmXLlvjoo48wZ84cXV2SiHRI3bV+dLGfV6C7E36c3g2fT+wA90a2SLldhEnfHsfrv55DTmFprefK5CJiUnKwI+4mYlJykJmv/+BGRJZHp6sWWltb49atW7q8JBHpSNVaP5l5JQ2yn5cgCBjdwRf9gz3wyd+X8fPJdPwRewP7L2XhreGt8WQXP1g91GWlbKCzm5N6M8q4ESsRaUKrMUA7d+6s9r0oisjIyMCXX34JPz8//PXXXzor0BA4BojMVdVgYqDutX50LTb9Lt7ZFo9LGfkAgM4BjfHhmFC08XapVpum/yDVdwwQp9YTmQ+9D4K2sqrecyYIAh555BEMHDgQK1asgLe3ac/GYAAic2bI6eQVMjk2HruGlZFJKC6TQWIl4LlezfDqwJYYtupQnRuyCtBtcOPUeiLzwnWA6okBiMydoVs9MvLu4/1dCfgrPhMA4OZki9yisjrPe/i4+oQVTq0nMj8MQPXEAETUMA5ezsainfG4nntfreM/ezIMXlKHegc3Tq0nMk+afH6rPQh63rx5ahewcuVKtY8lIss1oLUH5pe0wuwtcWod7yV10HqNogdpMrVeF69HRMZH7QB09uzZat/HxsaioqICrVq1AgAkJSVBIpGgc+fOuq2QiMyWTC5i2V+X1TrWW8kMNW278hpiTSQiMm5qB6CDBw8q/rxy5Uo4Ozvj+++/V6wKfffuXTz77LPo06eP7qskIrNUV0vMgxZHhFQLN/UZwNyQayIRkXHSaiHEFStWYNmyZdW2xGjcuDE+/PBDrFixQmfFEZF5U7eFxUYi4Na9ElTI5AD+N4D54fCUmVeCGZtisTc+o9brVa2JpKqtSIDyFiciMh9aBaD8/Hzcvn27xuO3b99GQUFBvYsiIsugbgtLuUzE+38mIOLLozh1LRdLdiUoXS+o6rEluxIgk6ue3yGxErBwZIjKBSGBmi1ORGRetApAY8eOxbPPPoutW7fixo0buHHjBv744w9Mnz4d48aN03WNRGSm1GmJ8XKxw4djQiF1sMGljHw8sTam3nuD7Y3PwAe7E5Q+5yW15xR4IgugVQBau3Ythg8fjqeeegoBAQEICAjAU089hfDwcHz11Ve6rpGIzJTESsDiiBAAqBGCqr5/b1RbTOkRgH9e74cnuzRV+9qqutdUdZ9VWTiyDcMPkQWo1zpARUVFSElJAQAEBQXByclJZ4UZEtcBImpYmgxo3nj0Gt7bdbHOa25+oUeNKexc/4fIvOllHSBlMjIykJGRgb59+8LBwQGiKEIQ+I8GEWkmPNQbQ0K81JrS/nTPAKyNTkZmvvJd5Wvb1JXr/xBRFa26wHJycjBo0CAEBwdjxIgRyMionHExffp0vP766zotkIgsg8RKQM+gJhjdwRc9g5qobIGRWAl4b1RbleOGRADvjGiNk6m52BF3EzEpOYoB0Vz/h4iqaNUCNHfuXNjY2CA9PR1t2rRRPD5hwgTMmzePU+GJSK/CQ72xZkqnGt1mVeb+eg7lsv/17ld1p3H9HyKqolUA2rdvH/7++280bVp9QGLLli2Rlpamk8KIiGrzcLeZm5MttsXexNazN6uFH+B/6wOtfqoTvKX2yMwrUTkFXlX3GRGZF626wIqKiuDo6Fjj8dzcXNjZ2dW7KCIidTzYbdY9sAmikmquTwZUdouJAD7YnYCFIytbrVXNOuP6P0SWQasA1KdPH/zwww+K7wVBgFwuxyeffIIBAwborDgiInXsjc9Aj2X7kVtUVutxGXklaOxkhzVTOsFLWr2bi+v/EFkWrabBX7x4EQMHDkSnTp3wzz//YNSoUbh48SJyc3Nx9OhRBAUF6aPWBsNp8ESmo2pdH3X/Ievdwh2rn+qERvbWNWadAdBqc1UiMg56nQZfXl6O2bNnY9euXYiMjISzszMKCwsxbtw4zJw5E97e/N8TETUMmVxUuS2GKkeS72DAiigsCG+FJzr7werfgFOfzVWJyPRo1QL0yCOP4NixY2jZsqU+ajI4tgARmYaYlBxM+va4WscKABo72aCJkx2uZBcCAML8XPHB6La4de++0lakqrYfZV1jMrnI1iIiI6P3hRCnTJmCdevW4aOPPtKqQCIiXdB0vZ6lY9thUBtPfH/sGlbtv4Jz1+9h9OqjcLCRqNxcVUDl5qpDQrwUAYetRUSmT6sAVFFRgfXr12P//v3o3LlzjS0wVq5cqZPiiIhqo+56PU2cbPHfsaGKcPJ8n+YYFeaDZX9dxrazN1FcJlN57sOrQ6sac1Q11Z4DqYlMg1YBKD4+Hp06dQIAJCUlVXuOW2EQUUOp2k1e1bo+AODmZIOYtwbB1rr6pFcPF3t8NqED/Bo74P/+Sa7ztbILSmodc6SqtYiIjJNWAejgwYO6roOISGNVu8nP2BQLAagWTKrix9Kx7WqEnwf1DHJXKwB5ONtzLzEiM6LVOkBERMaialsMbdf1qWpFqq29xsvFDt0C3biXGJEZqddu8ERExkCT3eQfVlsr0oOOpdzhXmJEZkSrafDmjtPgiSyPspldUgdryEWgoKQCADA0xBNnr9/FnYKyWvcSO7JgIMcAERmA3qfBExGZG1WtSIWlFfh8/xV8H3MN+xKyYCMRVIYfgHuJEZkKtgApwRYgInpYYmYB3tt5ETFXcwAAEgF4cNN5rgNEZHhsASIi0rFWXs74+YXu+Cs+E//dfQk3790HALT0aIQX+jTH+M5N2fJDZEI4C4yISE2CIGBEO2/sn9cPcwa1hJ21Fa5kF+KtbRfwwZ8JyCsuN3SJRKQmdoEpwS4wIlLH9dxiLN1zCX/FZwIA3JxsMX9YKzzZxY+tQUQGoMnnNwOQEgxARKSJI1fuYMmui4pNVkN9XfBeRFt0aeZm4MqILAsDUD0xABFZNm12ei+XyfFDTBpW7U9STJsfFeaDt0a0hrfUoSHKJrJ4DED1xABEZLnqu9P7ncJSrNiXiC2nrkMUAQcbCWYOCMLzfZrD3kaiz9KJLB4DUD0xABFZJlU7vVe1/Wiy03v8zTy8t/MiTqfdBQD4uTngnREhGNbWk5tGE+mJJp/fBp8FdujQIURERMDHxweCIGD79u3VnhcEQenX8uXLa73u6tWr0axZM9jb26N79+44efKkHu+CiExdXTu9A5U7vcvk6v2fMdRXit9e7onPJ3aAl4s9rufex8ubzmDKuhNIyirQWd1EpB2DB6CioiKEhYVh9erVSp/PyMio9rV+/XoIgoDx48ervOYvv/yCefPmYfHixYiNjUVYWBiGDRuG7Oxsfd0GEZk4TXZ6V5cgCBjdwRf/vNEPrw5sAVtrKxxNzsHwzw9j8Y543Csu00HlRKQNo+oCEwQB27Ztw5gxY1QeM2bMGBQUFODAgQMqj+nevTu6du2KL7/8EgAgl8vh5+eHV199FW+++WaN40tLS1FaWqr4Pj8/H35+fuwCI7IgO+JuYs6WuDqP+3xiB4zu4KvVa1zPLcaHuxPw98UsAICrow1eHxKMSd38YS0x+P9HiUyeSXWBaSIrKwu7d+/G9OnTVR5TVlaGM2fOYPDgwYrHrKysMHjwYMTExCg9Z9myZZBKpYovPz8/nddORMatIXZ693NzxNdPd8FPz3dHK09n3Csux8IdFzHy/47gWPIdra9LRJozqQD0/fffw9nZGePGjVN5zJ07dyCTyeDp6VntcU9PT2RmZio956233kJeXp7i6/r16zqtm4iMX7dAN3hL7aFqeLKAytlg3QLrv7ZPrxbu2D27Nz4Y3RaujjZIzCrAU9+dwEs/nkZ6TnG9r09EdTOpALR+/XpMnjwZ9vba/w9MGTs7O7i4uFT7IiLLIrESsDgiBABqhCB97PRuLbHC0z2bIeqN/njm0WaQWAn4+2IWBq+Mxid7L6OotEInr0NEyplMADp8+DASExPx/PPP13qcu7s7JBIJsrKyqj2elZUFLy8vfZZIRCYuPNQba6Z0gpe0+n+yvKT2Gk2B14Sroy3eG9UWf83pg94t3FEmk+OrqBQM+DQKv5+5Abmas86ISDMmsxv8unXr0LlzZ4SFhdV6nK2tLTp37owDBw4oBlPL5XIcOHAAs2bNaoBKiciUhYd6Y0iIl8YrQddXsKczfpzeDfsvZePD3QlIyynGG7+dw48x17Aooi06BzTW6+sTWRqDB6DCwkIkJycrvk9NTUVcXBzc3Nzg7+8PoHJU92+//YYVK1YovcagQYMwduxYRcCZN28epk2bhi5duqBbt25YtWoVioqK8Oyzz+r/hojI5EmsBPQMatLgrysIAoaEeKJvsDs2HL2GL/9JxrkbeRi/5hhGd/DBgvDW8HHlthpEumDwAHT69GkMGDBA8f28efMAANOmTcPGjRsBAFu2bIEoipg0aZLSa6SkpODOnf/NoJgwYQJu376NRYsWITMzEx06dMDevXtrDIwmIjJGdtYSvNwvCOM6+WLF30n49cx17Ii7hb8vZuLlfkF4qW8QHGy5rQZRfRjVOkDGglthEJExib+ZhyW7LuLUtcptNXyk9lgwvDVGhflwWw2iB3AvsHpiACIiYyOKIvZcyMTSPZdw8959AEAnf1csjmiLMD9XwxZHZCQYgOqJAYiIjFVJuQzfHb6Kr6JSUFwmAwCM6+SL/wxrXWP2GpGlYQCqJwYgIjJ2Wfkl+HjvZWyNvQkAcLCRYEb/ILzQpznHB5HFYgCqJwYgIjIVcdfv4YM/E3AmjeODiBiA6okBiIh0RSYX9b6mkCiK+PN8Bj7663K18UGLItqiA8cHkQVhAKonBiAi0oW98RlYsisBGXklise8pfZYHBGil1WlS8pl+PZQ5fig++X/jg/q6Iv/hHN8EFkGBqB6YgAiovraG5+BGZti8fA/sFVtP/raWgOoHB/0yd5E/BF7A0Dl+KCX+jXHi32bw9HW4Mu/EemNJp/fJrMXGBGRqZDJRSzZlVAj/ABQPLZkVwJketrny9PFHiueDMPOWb3QJaAx7pfLsGr/FQz8NBpbY7m/GBHAAEREpHMnU3OrdXs9TASQkVeCk6m5eq2jfVNX/PZyT3z5VEc0beyAzPwSzPv1HMZ8dRSnrun3tYmMHQMQEZESMrmImJQc7Ii7iZiUHI1aa7ILVIcfbY6rD0EQ8Fh7H+yf1w//CW+FRnbWOH8jD0+sjcHMn2JxPbdY7zUQGSN2BhMRPaS+g5c9nNUbcKzucbpgbyPBK/1b4InOflgZmYhfTl3H7gsZiEzIwnO9AzFzQBCc7W0arB5tNMSMOrIcHAStBAdBE1kuXQxelslF9P74H2TmlSgdByQA8JLa48iCgQb7AL+UkY8PdyfgaHIOAMC9kS3mDgnGhC5+sJYYX+dAQ8+oI9PEQdBERFrQ1eBliZWAxREhAP4XnKpUfb84IsSgrRdtvF2waXp3fDe1C5q7O+FOYRne2RaPkf93BIeSbhusLmWqQunD46oy80owY1Ms9sZnGKgyMmUMQERE/9Ll4OXwUG+smdKpxvo7XlJ7vU6B14QgCBgc4om9r/XF4ogQSB1skJhVgKnrT2La+pNIyiowdIkGn1FH5otjgIiI/qXrwcvhod4YEuJllONWHh5PM7VnM4zt6Isv/knGDzHXEJ10G4ev3Makbv6YOyQY7o3sDFKnJqG0Z1CThiuMTB4DEBHRv/QxeFliJRjdB3Nt42kWPhaCKT0C8NFfl/D3xSz8dCIdO+JuYeaAFni2VzPY2zTsRqvGNKOOzAu7wIiI/tUt0A3eUvsa43aqCKgMCt0C3RqyLJ1SZzxNoLsTvn66C355sQfa+UpRWFqBj/dexqAV0dh57hYacu6MMc6oI/PAAERE9C9TGLxcH5qOp+nevAl2zOyFlU+GwcvFHjfv3cfszWcxbs0xnElrmIUULSGUkmEwABERPcAUBi9rS5tB3lZWAsZ1aoqDb/THvCHBcLSV4Gz6PYxfU7mQYnqOfhdSNPdQSobDdYCU4DpARGSOi+7tiLuJOVvi6jzu84kdMLqDr9LnsvNLsDIyCb+evg65CNhKrDDt0QDMGtASUkf9LaSoz3WAzPG9tlTcDb6eGICIyBzFpORg0rfH6zxu8ws96hy4fSkjH0v3XMLhK3cAAK6ONpgzqCWm9AiAjZ4WUtRHUOECi+aFAaieGICIyBzpeoVqURQRlXQbS3dfwpXsQgBAoLsT3hzeGkNDPCEIxtOKoiw8RSZk1nvVbzIuDED1xABEROaqahYYgGof/PX50K+QyfHL6ev4LDIJdwrLAADdmrnhnZFtEObnWv+i60lZK4+Xix1KKuS4V1yu9Bxj2K6ENMcAVE8MQERkzvTV7VNQUo610Sn47nAqSivkAIBRYT6YP6wV/Nwc6123NlTt7aYudboDyXgwANUTAxARmTt9Dvy9de8+Pt2XiG2xNyECsLYS8GyvQMwa2AJSB/3vOF91b5n5Jfjgz4vILVLeyqOO2gaEk/HR5PObK0ETEVkgfa5Qff7GPcSk5ChaXSrkIr49fBU/n0zDG0NbYXL3ANha62egtLLWrfrgAovmi+sAERGRzqhaaRoAikplWLIrAUM/i8ZfFzJ0vqJ0ba+tKS6waP4YgIiISCdqW2m6ipUAXMspxoyfYvH42hicSbvbYK+tLi6waBkYgIiISCfqWmkaAOQiMK6jLxxsJDiTdhfj1xzDjE1ncO1Okd5f+2ECKtcv8nKpuer36qc6Qepgix1xNxGTkqPYHoTMB8cAERGRTmTm3VfruH6tHsGC4a2xcl8SfjtzHX/FZyIyIQtTegRg9qCWcHOy1fi1Nd0NvqpdZ+mYUEgdbRGTkgNARM/m7si7X4YPdnNxRHPHWWBKcBYYEZFm9sZn4O1t8cgtKqvz2AenlidmFmDZX5cQlXgbAOBsZ40ZA4LwXK9A2NtI1H59dVe5ruIttceoMG/sPJdRLei4OtooXRuIiyOaBk0+v9kFRkRE9VI1+Liu8KNsYHErL2dsfLYbfnq+O9r6uKCgtAKf7E3EgE+j8PuZG2p3PdW1a/yD5g4OxsKRIfjmUGqNbjNVCyNWVbFkVwK7w8wEAxAREWlN08HHqgYW92rhjl2zeuOzCWHwdXVARl4J3vjtHB774ggOJd1W69oTu/rXWYcAYMupdLz/50WNB0yLADLySnAyNVfDM8kYcQwQERFpTd3Bx25ONlg6tl2t3UdWVgLGdmyK4aHe2HjsGlYfTMaljHxMXX8SfVq6Y0F4a4T6Smucp8naP1Uhpj40HW9ExoktQEREpDV1w8DCx9qqPXbG3kaCl/sF4dD8AZjeOxC2EiscvnIHEV8ewdxf4nDjbrHiWF2u/aMuLo5oHhiAiIhIa+qGgYenmqujsZMtFj4WggOv98PoDj4QRWDb2ZsY+Gk0lu65hNyiMp2t/aMuV0cbLo5oJhiAiIhIa3UNPtbFisp+bo74fGJH7JrVGz2bN0GZTI5vDl1Fn4//0WrtH2+pPbxc7NQaMP2wZx8N5OKIZoIBiIiItCaxErA4IgQAagQKXa+o3K6pFD+/0B0bnu2KVp7OKCqTaXT+g/W8N6pttcfU4epog1kDW2j0mmS8GICIiKhewkO9sWZKJ3hJa66orOt1cwRBwIBWHtgzpw9e6ttco3MfrEdVzbX5aFw7tv6YES6EqAQXQiQi0pxMLuJkai6yC0rg4VzZ7aXPwCCTi+j10QFk5peqPMbNyQYLH2sLLxfl9TxY87U7RVh/NBV59yuqHePqaIOPxtU+g42Mgyaf35wGT0REOiGxEhQrPDfU6703qi1mbIpVORB67uBgjO3oW+s1egY1wd74DKzaf0XpdfJULI5Ipo1dYEREZLKqurK8VXRlLdmVgMU74nGnUHUrkTqLOXIFaPPDFiAiIjJp4aHeGBLiVa37zdneGsv/TkR00m18H5OG38/cwAt9m+P5Ps3RyK76R19dizk+uAJ0Q7ZwkX4xABERkclT1v32/XPdcCz5Dj7aexnnb+Rh1f4r2HQ8Da8ObIlJ3fxha13ZCaLuYo5cAdq8sAuMiIjM1qMt3LFjZi+sfqoTmjVxxJ3CMizeeRGDV0Zj57lbkMtFtRdz5ArQ5oUBiIiIzJogCBjZ3huR8/rhgzGhcG9kh/TcYszefBYRXx5BWYVM74s5kvFhACIiIotgI7HC0z0CED2/P14fEoxGdta4eCsf0zacgtTBBiL0v5gjGQ+uA6QE1wEiIjIfqtYnyiksxeqDKfjx+DWUyyo/Cm0lAspk//tY9JbaY3FECNcAMhFcB4iIiAiVu8Uv2ZVQbZbXg6GmW2Bj7Dp/E7cLygBAEX5aeTbC7EHBCA/1YsuPmWILkBJsASIiMk3VV3Yuxqr9STXW96mKMy/2DcQ3h1JVrv9jIxEwvXdzzOgXBKmjjR6rJl3R5PObAUgJBiAiItOjrLVHFQGAIADqrG3oYm+NGf1b4JlHm8HBVlL/QklvNPn85iBoIiIyeXvjMzBjU6xa4QeoXNxQnfDTtLED8ksq8PHey+j/6UH8fCIdFTJ5/Yolo8AARERERkEmFxGTkoMdcTcRk5Kj9tYT6mxloa3XhwRjxRNh8HV1QFZ+Kd7edgFDPjuEP89XriFEpouDoImIyODqGqxcm7q2sqgPL6kDegY1wWNh3th0PB2rDyYj9U4RZv18Fm19UjB/WCv0C34EgsCB0qaGLUBERGRQqrqvMvNKMGNTLPbGZ9R6vj62qHh48UM7awmm9w7Eof8MwNzB/1tD6JkNpzDxm+M4k3ZX5zWQfhk8AB06dAgRERHw8fGBIAjYvn17tecFQVD6tXz5cpXXXLZsGbp27QpnZ2d4eHhgzJgxSExM1POdEBGRpmrrvqp6rK6d2PW1RYWyxQ8b2VljzuCWiJ7fH9N7B8LW2gonUnMxfs0xPP/9aSRmFuilFtI9gwegoqIihIWFYfXq1Uqfz8jIqPa1fv16CIKA8ePHq7xmdHQ0Zs6ciePHjyMyMhLl5eUYOnQoioqK9HUbRESkBU12YlelW6BbrVtZPKyuZX2sBGD1U51q7Xpr0sgOCx8LQdQb/TGhix+sBGD/pSyEf34Ic3+JQ3pOsZrVkKEYfAzQ8OHDMXz4cJXPe3l5Vft+x44dGDBgAJo3b67ynL1791b7fuPGjfDw8MCZM2fQt2/f+hVMREQ6o4ud2CVWAhZHhGDGplgIQLXWpKrv5w5uiWbuTrhTUIoPdl+q9bXkItDYyVatunxcHfDx4+3xQt/mWBmZiD0XMrHt7E38ef4WJnb1x6sDW8DDhZuoGiODtwBpIisrC7t378b06dM1Oi8vLw8A4OamfCO70tJS5OfnV/siIiL909VO7OGh3lgzpRO8pNWP85LaY+2UTpgzOBijO/jC3dlOrdfTdFxRC49G+GpyZ+yc1Qt9WrqjXCbix+Np6Lv8IJb9dQn3iss0uh7pn8FbgDTx/fffw9nZGePGjVP7HLlcjtdeew29evVCaGio0mOWLVuGJUuW6KpMIiJSU1X3VWZeidJxQAIqQ4w6O7GHh3pjSIiX0n2/qugqcKnSvqkrfpzeHTEpOVj+92XEpt/D19FX8fPxdLzYtzme6x0IJzuT+ug1WybVArR+/XpMnjwZ9vbq/2DOnDkT8fHx2LJli8pj3nrrLeTl5Sm+rl+/rotyiYioDlXdV4BudmKXWAnoGdQEozv4omdQkxrn1TVe6OHZX9rqGdQEf8x4FOumdUFrL2cUlFZgRWQS+n5yEOuPpKKkXFav61P9mUwAOnz4MBITE/H888+rfc6sWbPw559/4uDBg2jatKnK4+zs7ODi4lLti4iIGkZt3VdrptQ+GFlTug5ctREEAYPaeGLP7D74v0kd0ayJI3KKyvD+nwkY+GkUfjnFVaUNyaj2AhMEAdu2bcOYMWNqPPfMM88gPj4ep0+frvM6oiji1VdfxbZt2xAVFYWWLVtqVAf3AiMiangPbmSqrPtKl+qz8KK2ymVy/H7mBj7ffwWZ+ZWvG+juhNcGt0REex9Ycdf5ejOpzVALCwuRnJwMAOjYsSNWrlyJAQMGwM3NDf7+/gAqb8jb2xsrVqzAyy+/XOMagwYNwtixYzFr1iwAwCuvvIKff/4ZO3bsQKtWrRTHSaVSODg41FkTAxARkflryMD1oJJyGTYdT8NXUSnILaocHN3ayxmvD22FwW08uKp0PZhUAIqKisKAAQNqPD5t2jRs3LgRAPDNN9/gtddeQ0ZGBqRSaY1jmzVrhmeeeQbvvfceAKj84dmwYQOeeeaZOmtiACIiIn0rLK3AhiOp+ObwVRSUVAAAwvxcMX9oK/Rq0YRBSAsmFYCMEQMQERE1lHvFZfjm0FVsOHoN9/8dHN2juRvmD2uFzgH1G4xtaRiA6okBiIiIGtrtglKsPpiMn0+ko+zfwdEDWj2C14e2Qqhvzd4PqokBqJ4YgIiIyFBu3ruPLw5cwW9nbij2QBse6oW5Q4IR7Ols4OqMGwNQPTEAERGRoaXeKcLn+5Ow49wtiCIgCMDoMB/MGRyMQHcnQ5dnlBiA6okBiIiIjEVSVgE+i0zCX/GZACrXMnq8U1O8OqgFmjZ2NHB1xoUBqJ4YgIiIyNjE38zDysgk/HM5GwBgIxEwqZs/Zg5oAU9uuAqAAajeGICIiMyfodYBqq8zaXexMjIRR5NzAAB21lZ4ukcAXu4fBPdG6m32aq4YgOqJAYiIyLwZYiVoXTuWcgcr9yXhdNpdAICjrQTTHm2GF/s0R2MnWwNXZxgMQPXEAEREZL72xmdgxqbYGrvPV7X96Hr/MX0SRRGHrtzByn2JOHcjDwDQyM4az/UOxPTegZA62Bi4wobFAFRPDEBEROZJJhfR++N/qrX8PEhA5SasRxYMNInusCqiKOLApWysjExCQkY+AMDF3hov9m2OZ3oFopGdtYErbBiafH6bzG7wRERE9XUyNVdl+AEAEUBGXglOpuY2XFE6IAgCBod44s9Xe2PN5E4I9myE/JIKfLovCX0+/gdfR6eguKzC0GUaFQYgIiKyGNkFqsOPNscZGysrAcPbeeOvOX3x+cQOCHR3wt3iciz76zL6fnIQ3x2+ipJ/t9uwdAxARERkMTyc1Zsuru5xxkpiJWB0B19Ezu2L5Y+3h7+bI+4UluHD3ZfQ55OD2HA01eKDEAMQERFZjG6BbvCW2kPV6B4BlbPBugWaxyak1hIrPNHFDwde74ePx7eDr6sDbheUYsmuBPRfHoUfY66htMIygxADEBERWQyJlYDFESEAUCMEVX2/OCLEpAZAq8NGYoUJXf1x8I3++O/YUPhI7ZGZX4KFOy5iwPIo/HQiDWUVckOX2aA4C0wJzgIjIjJv5rAOUH2UVsjw66nr+PJgMrLySwEAvq4OeHVgC4zv3BQ2EtNsH+E0+HpiACIiMn+muhK0LpWUy7D5ZDq+ikrB7YLKIOTn5oBXB7TE2E6+JheEGIDqiQGIiIgsSUm5DD+dSMeaqBTcKawMQv5ujpg1sAXGdfSFtYkEIQagemIAIiIiS3S/TIafTqRhbXQK7hSWAQACmjji1YEtMaaDj9EHIQagemIAIiIiS1ZcVoFNx9PwdfRV5BRVBqFm/wah0UYchBiA6okBiIiIqDII/RCThm8OXUXuv0Eo0N0Jrw5sgVFhxheEGIDqiQGIiIjof4pKq4JQCu4WlwMwzhYhBqB6YgAiIiKqqSoIfXv4fy1CzZo4YpaRjBFiAKonBiAiIiLVikor8OPx6l1jAU0cMWtAC4w14KwxBqB6YgAiIiKqW1Hpv4OlHwpCM/8NQg29jhADUD0xABEREalP2awxPzcHzOzfAuM6NYWtdcMEIQagemIAIiIi0lxxWQV+Op6Orw/9bx0hX1cHvDIgCI93bgo7a4leX58BqJ4YgIiIiLR3v0yGn0+mY230/7bY8JHaY0b/IDzRxQ/2NvoJQgxA9cQAREREVH8l5TJsOZmONdEpik1XPV3sMKNfECZ289d5EGIAqicGICIiIt0pKZfh19PXsSYqBRl5JQCAR5ztsHt2b3g42+vsdTT5/LbW2asSERERKWFvI8HUns0woasffjt9A2uiUtC0sYNOw4+mGICIiIioQdhZSzClRwCe7OKnmDZvKMaxdjURERFZDFtrK3hJDdf6AzAAERERkQViACIiIiKLwwBEREREFocBiIiIiCwOAxARERFZHAYgIiIisjgMQERERGRxGICIiIjI4jAAERERkcVhACIiIiKLwwBEREREFocBiIiIiCwOAxARERFZHGtDF2CMRFEEAOTn5xu4EiIiIlJX1ed21ed4bRiAlCgoKAAA+Pn5GbgSIiIi0lRBQQGkUmmtxwiiOjHJwsjlcty6dQvOzs4QBEGn187Pz4efnx+uX78OFxcXnV7bGJjz/ZnzvQG8P1NmzvcG8P5MWUPfmyiKKCgogI+PD6ysah/lwxYgJaysrNC0aVO9voaLi4vZ/aA/yJzvz5zvDeD9mTJzvjeA92fKGvLe6mr5qcJB0ERERGRxGICIiIjI4jAANTA7OzssXrwYdnZ2hi5FL8z5/sz53gDenykz53sDeH+mzJjvjYOgiYiIyOKwBYiIiIgsDgMQERERWRwGICIiIrI4DEBERERkcRiA9GD16tVo1qwZ7O3t0b17d5w8ebLW43/77Te0bt0a9vb2aNeuHfbs2dNAlWpm2bJl6Nq1K5ydneHh4YExY8YgMTGx1nM2btwIQRCqfdnb2zdQxep77733atTZunXrWs8xlfcNAJo1a1bj/gRBwMyZM5Ueb+zv26FDhxAREQEfHx8IgoDt27dXe14URSxatAje3t5wcHDA4MGDceXKlTqvq+nvrj7Udm/l5eVYsGAB2rVrBycnJ/j4+GDq1Km4detWrdfU5udbX+p675555pkatYaHh9d5XWN474C670/Z76EgCFi+fLnKaxrL+6fOZ0BJSQlmzpyJJk2aoFGjRhg/fjyysrJqva62v6/1xQCkY7/88gvmzZuHxYsXIzY2FmFhYRg2bBiys7OVHn/s2DFMmjQJ06dPx9mzZzFmzBiMGTMG8fHxDVx53aKjozFz5kwcP34ckZGRKC8vx9ChQ1FUVFTreS4uLsjIyFB8paWlNVDFmmnbtm21Oo8cOaLyWFN63wDg1KlT1e4tMjISAPDEE0+oPMeY37eioiKEhYVh9erVSp//5JNP8H//939Yu3YtTpw4AScnJwwbNgwlJSUqr6np766+1HZvxcXFiI2NxcKFCxEbG4utW7ciMTERo0aNqvO6mvx861Nd7x0AhIeHV6t18+bNtV7TWN47oO77e/C+MjIysH79egiCgPHjx9d6XWN4/9T5DJg7dy527dqF3377DdHR0bh16xbGjRtX63W1+X3VCZF0qlu3buLMmTMV38tkMtHHx0dctmyZ0uOffPJJceTIkdUe6969u/jSSy/ptU5dyM7OFgGI0dHRKo/ZsGGDKJVKG64oLS1evFgMCwtT+3hTft9EURTnzJkjBgUFiXK5XOnzpvK+iaIoAhC3bdum+F4ul4teXl7i8uXLFY/du3dPtLOzEzdv3qzyOpr+7jaEh+9NmZMnT4oAxLS0NJXHaPrz3VCU3d+0adPE0aNHa3QdY3zvRFG992/06NHiwIEDaz3GWN+/hz8D7t27J9rY2Ii//fab4phLly6JAMSYmBil19D291UX2AKkQ2VlZThz5gwGDx6seMzKygqDBw9GTEyM0nNiYmKqHQ8Aw4YNU3m8McnLywMAuLm51XpcYWEhAgIC4Ofnh9GjR+PixYsNUZ7Grly5Ah8fHzRv3hyTJ09Genq6ymNN+X0rKyvDpk2b8Nxzz9W62a+pvG8PS01NRWZmZrX3RyqVonv37irfH21+d41FXl4eBEGAq6trrcdp8vNtaFFRUfDw8ECrVq0wY8YM5OTkqDzWlN+7rKws7N69G9OnT6/zWGN8/x7+DDhz5gzKy8urvRetW7eGv7+/yvdCm99XXWEA0qE7d+5AJpPB09Oz2uOenp7IzMxUek5mZqZGxxsLuVyO1157Db169UJoaKjK41q1aoX169djx44d2LRpE+RyOR599FHcuHGjAautW/fu3bFx40bs3bsXa9asQWpqKvr06YOCggKlx5vq+wYA27dvx7179/DMM8+oPMZU3jdlqt4DTd4fbX53jUFJSQkWLFiASZMm1brRpKY/34YUHh6OH374AQcOHMDHH3+M6OhoDB8+HDKZTOnxpvreAcD3338PZ2fnOruIjPH9U/YZkJmZCVtb2xphvK7PwKpj1D1HV7gbPGll5syZiI+Pr7MfumfPnujZs6fi+0cffRRt2rTB119/jQ8++EDfZapt+PDhij+3b98e3bt3R0BAAH799Ve1/ndmStatW4fhw4fDx8dH5TGm8r5ZsvLycjz55JMQRRFr1qyp9VhT+vmeOHGi4s/t2rVD+/btERQUhKioKAwaNMiAlene+vXrMXny5DonGBjj+6fuZ4AxYwuQDrm7u0MikdQY8Z6VlQUvLy+l53h5eWl0vDGYNWsW/vzzTxw8eBBNmzbV6FwbGxt07NgRycnJeqpON1xdXREcHKyyTlN83wAgLS0N+/fvx/PPP6/ReabyvgFQvAeavD/a/O4aUlX4SUtLQ2RkZK2tP8rU9fNtTJo3bw53d3eVtZrae1fl8OHDSExM1Ph3ETD8+6fqM8DLywtlZWW4d+9etePr+gysOkbdc3SFAUiHbG1t0blzZxw4cEDxmFwux4EDB6r9b/pBPXv2rHY8AERGRqo83pBEUcSsWbOwbds2/PPPPwgMDNT4GjKZDBcuXIC3t7ceKtSdwsJCpKSkqKzTlN63B23YsAEeHh4YOXKkRueZyvsGAIGBgfDy8qr2/uTn5+PEiRMq3x9tfncNpSr8XLlyBfv370eTJk00vkZdP9/G5MaNG8jJyVFZqym9dw9at24dOnfujLCwMI3PNdT7V9dnQOfOnWFjY1PtvUhMTER6errK90Kb31ed0esQawu0ZcsW0c7OTty4caOYkJAgvvjii6Krq6uYmZkpiqIoPv300+Kbb76pOP7o0aOitbW1+Omnn4qXLl0SFy9eLNrY2IgXLlww1C2oNGPGDFEqlYpRUVFiRkaG4qu4uFhxzMP3t2TJEvHvv/8WU1JSxDNnzogTJ04U7e3txYsXLxriFlR6/fXXxaioKDE1NVU8evSoOHjwYNHd3V3Mzs4WRdG037cqMplM9Pf3FxcsWFDjOVN73woKCsSzZ8+KZ8+eFQGIK1euFM+ePauYCfXRRx+Jrq6u4o4dO8Tz58+Lo0ePFgMDA8X79+8rrjFw4EDxiy++UHxf1++uMdxbWVmZOGrUKLFp06ZiXFxctd/D0tJSlfdW18+3sdxfQUGB+MYbb4gxMTFiamqquH//frFTp05iy5YtxZKSEpX3ZyzvXV33VyUvL090dHQU16xZo/Qaxvr+qfMZ8PLLL4v+/v7iP//8I54+fVrs2bOn2LNnz2rXadWqlbh161bF9+r8vuoDA5AefPHFF6K/v79oa2srduvWTTx+/LjiuX79+onTpk2rdvyvv/4qBgcHi7a2tmLbtm3F3bt3N3DF6gGg9GvDhg2KYx6+v9dee03xd+Hp6SmOGDFCjI2Nbfji6zBhwgTR29tbtLW1FX19fcUJEyaIycnJiudN+X2r8vfff4sAxMTExBrPmdr7dvDgQaU/i1X3IJfLxYULF4qenp6inZ2dOGjQoBr3HRAQIC5evLjaY7X97jaU2u4tNTVV5e/hwYMHFdd4+N7q+vluSLXdX3FxsTh06FDxkUceEW1sbMSAgADxhRdeqBFkjPW9E8W6fzZFURS//vpr0cHBQbx3757Saxjr+6fOZ8D9+/fFV155RWzcuLHo6Ogojh07VszIyKhxnQfPUef3VR+Ef4shIiIishgcA0REREQWhwGIiIiILA4DEBEREVkcBiAiIiKyOAxAREREZHEYgIiIiMjiMAARERGRxWEAIiIiIovDAEREBtGsWTOsWrXK0GU0mP79++O1114zdBlE9C8GICKyeJs3b4ZEIsHMmTMNXQoRNRAGICKyeOvWrcN//vMfbN68GSUlJYYuh4gaAAMQEelF//79MWvWLMyaNQtSqRTu7u5YuHAhHtx+sLi4GM899xycnZ3h7++Pb775pto1FixYgODgYDg6OqJ58+ZYuHAhysvLFc+fO3cOAwYMgLOzM1xcXNC5c2ecPn1a8fyRI0fQp08fODg4wM/PD7Nnz0ZRUVG110hNTcWxY8fw5ptvIjg4GFu3bq32/MaNG+Hq6oq///4bbdq0QaNGjRAeHo6MjAzFMRUVFZg9ezZcXV3RpEkTLFiwANOmTcOYMWNU/v2UlpbijTfegK+vL5ycnNC9e3dERUVp8ldMRPXAAEREevP999/D2toaJ0+exOeff46VK1fiu+++Uzy/YsUKdOnSBWfPnsUrr7yCGTNmIDExUfG8s7MzNm7ciISEBHz++ef49ttv8dlnnymenzx5Mpo2bYpTp07hzJkzePPNN2FjYwMASElJQXh4OMaPH4/z58/jl19+wZEjRzBr1qxqNW7YsAEjR46EVCrFlClTsG7duhr3UVxcjE8//RQ//vgjDh06hPT0dLzxxhuK5z/++GP89NNP2LBhA44ePYr8/Hxs37691r+bWbNmISYmBlu2bMH58+fxxBNPIDw8HFeuXNHo75iItKT3/eaJyCL169dPbNOmjSiXyxWPLViwQGzTpo0oiqIYEBAgTpkyRfGcXC4XPTw8xDVr1qi85vLly8XOnTsrvnd2dhY3btyo9Njp06eLL774YrXHDh8+LFpZWYn3798XRVEUZTKZ6OfnJ27fvl0URVG8ffu2aGtrK169elVxzoYNG0QAYnJysuKx1atXi56enorvPT09xeXLlyu+r6ioEP39/cXRo0dX+/uYM2eOKIqimJaWJkokEvHmzZvV6hs0aJD41ltvqbx/ItIdtgARkd706NEDgiAovu/ZsyeuXLkCmUwGAGjfvr3iOUEQ4OXlhezsbMVjv/zyC3r16gUvLy80atQI7777LtLT0xXPz5s3D88//zwGDx6Mjz76CCkpKYrnzp07h40bN6JRo0aKr2HDhkEulyM1NRUAEBkZiaKiIowYMQIA4O7ujiFDhmD9+vXV7sPR0RFBQUGK7729vRV15uXlISsrC926dVM8L5FI0LlzZ5V/LxcuXIBMJkNwcHC1+qKjo6vdAxHpj7WhCyAiy1XVXVVFEATI5XIAQExMDCZPnowlS5Zg2LBhkEql2LJlC1asWKE4/r333sNTTz2F3bt346+//sLixYuxZcsWjB07FoWFhXjppZcwe/bsGq/r7+8PoHLwc25uLhwcHBTPyeVynD9/HkuWLIGVlZXKOsUHxjJpqrCwEBKJBGfOnIFEIqn2XKNGjbS+LhGpjwGIiPTmxIkT1b4/fvw4WrZsWeNDX5ljx44hICAA77zzjuKxtLS0GscFBwcjODgYc+fOxaRJk7BhwwaMHTsWnTp1QkJCAlq0aKH0+jk5OdixYwe2bNmCtm3bKh6XyWTo3bs39u3bh/Dw8DrrlEql8PT0xKlTp9C3b1/FNWJjY9GhQwel53Ts2BEymQzZ2dno06dPna9BRLrHAEREepOeno558+bhpZdeQmxsLL744otqLTi1admyJdLT07FlyxZ07doVu3fvxrZt2xTP379/H/Pnz8fjjz+OwMBA3LhxA6dOncL48eMBVM4g69GjB2bNmoXnn38eTk5OSEhIQGRkJL788kv8+OOPaNKkCZ588slq3XQAMGLECKxbt06tAAQAr776KpYtW4YWLVqgdevW+OKLL3D37t0a160SHByMyZMnY+rUqVixYgU6duyI27dv48CBA2jfvj1Gjhyp1usSkfYYgIhIb6ZOnYr79++jW7dukEgkmDNnDl588UW1zh01ahTmzp2LWbNmobS0FCNHjsTChQvx3nvvAagcZ5OTk4OpU6ciKysL7u7uGDduHJYsWQKgcnxRdHQ03nnnHfTp0weiKCIoKAgTJkwAAKxfvx5jx45VGlLGjx+Pp59+Gnfu3FGr1gULFiAzMxNTp06FRCLBiy++iGHDhtXa0rVhwwZ8+OGHeP3113Hz5k24u7ujR48eeOyxx9R6TSKqH0GsT0c2EZEK/fv3R4cOHSxqu4sqcrkcbdq0wZNPPokPPvjA0OUQkRJsASIiqqe0tDTs27cP/fr1Q2lpKb788kukpqbiqaeeMnRpRKQCp8ETEdWTlZUVNm7ciK5du6JXr164cOEC9u/fjzZt2hi6NCJSgV1gREREZHHYAkREREQWhwGIiIiILA4DEBEREVkcBiAiIiKyOAxAREREZHEYgIiIiMjiMAARERGRxWEAIiIiIovz/5ZU7/XQbE08AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62020.0 62021.0 55 1 Parameter('H', value=16.29897087831393, unit=mag) Parameter('G12', value=0.6416343088380863, unit=, bounds=[0, 1])\n", + "[0.0654605] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62020\n", + "plots/phase_curve_6098332225018000_62020.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62021.0 62022.0 56 1 Parameter('H', value=16.298373021938435, unit=mag) Parameter('G12', value=0.6361202447936557, unit=, bounds=[0, 1])\n", + "[0.02652197] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62021\n", + "plots/phase_curve_6098332225018000_62021.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62030.0 62031.0 58 1 Parameter('H', value=16.298100385791596, unit=mag) Parameter('G12', value=0.6326160655674691, unit=, bounds=[0, 1])\n", + "[-0.00431665] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62030\n", + "plots/phase_curve_6098332225018000_62030.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62058.0 62059.0 59 1 Parameter('H', value=16.298006120298155, unit=mag) Parameter('G12', value=0.6325335616287387, unit=, bounds=[0, 1])\n", + "[-0.00466104] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62058\n", + "plots/phase_curve_6098332225018000_62058.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62059.0 62060.0 60 1 Parameter('H', value=16.29733160262361, unit=mag) Parameter('G12', value=0.6290709711169707, unit=, bounds=[0, 1])\n", + "[-0.01390745] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62059\n", + "plots/phase_curve_6098332225018000_62059.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62061.0 62062.0 61 1 Parameter('H', value=16.29645803433283, unit=mag) Parameter('G12', value=0.6245684875299469, unit=, bounds=[0, 1])\n", + "[0.11519644] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62061\n", + "plots/phase_curve_6098332225018000_62061.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62074.0 62075.0 62 1 Parameter('H', value=16.301059183112972, unit=mag) Parameter('G12', value=0.6483875483629034, unit=, bounds=[0, 1])\n", + "[-0.11001617] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62074\n", + "plots/phase_curve_6098332225018000_62074.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62089.0 62090.0 63 1 Parameter('H', value=16.300454491960103, unit=mag) Parameter('G12', value=0.6451916147339685, unit=, bounds=[0, 1])\n", + "[-0.02748073] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62089\n", + "plots/phase_curve_6098332225018000_62089.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62442.0 62443.0 65 1 Parameter('H', value=16.300140038596133, unit=mag) Parameter('G12', value=0.6435193041561114, unit=, bounds=[0, 1])\n", + "[-0.0161026] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62442\n", + "plots/phase_curve_6098332225018000_62442.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62445.0 62446.0 66 1 Parameter('H', value=16.300365177070947, unit=mag) Parameter('G12', value=0.6476742635098589, unit=, bounds=[0, 1])\n", + "[-0.02095675] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62445\n", + "plots/phase_curve_6098332225018000_62445.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62469.0 62470.0 67 1 Parameter('H', value=16.29958711148825, unit=mag) Parameter('G12', value=0.6493071407436458, unit=, bounds=[0, 1])\n", + "[0.02278843] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62469\n", + "plots/phase_curve_6098332225018000_62469.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62494.0 62495.0 68 1 Parameter('H', value=16.301248931541075, unit=mag) Parameter('G12', value=0.6526647566524683, unit=, bounds=[0, 1])\n", + "[-0.05058492] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62494\n", + "plots/phase_curve_6098332225018000_62494.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62883.0 62884.0 69 1 Parameter('H', value=16.297449492421453, unit=mag) Parameter('G12', value=0.6325223201505338, unit=, bounds=[0, 1])\n", + "[0.006141] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62883\n", + "plots/phase_curve_6098332225018000_62883.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62910.0 62911.0 71 2 Parameter('H', value=16.29864692038259, unit=mag) Parameter('G12', value=0.6389960263911876, unit=, bounds=[0, 1])\n", + "[-0.00422009 0.01479932] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_62910\n", + "plots/phase_curve_6098332225018000_62910.png\n" + ] + }, + { + "data": { + "image/png": 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F25NrTIi+N6woFCJe/fkMfjp5DQ5SCVZPuQ/9Q1vUeY17KUMViygSEZG+dPn+ZgBSgwGoprt7bzQVO6ySKzDju1PYeS4LjnYSfD3lPvQNaYGdSZmYtjEB2v6SebjYY/5DHeHjxqKKRESkGwagBmIA0k9FlQLTv0tAbHI2HO0kWD35Psz7+Uy9y+k14bAYERHpQpfvb06CJoNxsJNg5ePdMbi9F8qrFHjmmxN6hx8AyCoow7SNCdiZlGnAVhIRETEAkQHJFSJOpt/C8M4+6Orvjgp5w6pEK7smF21P5ioxIiIyKK4CI4NQN9HZTiKgqoHBRQSQWVCGY2n53HOMiIgMhgGIGkzTROeGhp+7aVuZmoiISBscAqMGUW6aauwBKl0qUxMREdXHpAHowIEDiImJQcuWLSEIArZu3VrrmPPnz2PkyJGQyWRwcXFBREQEMjIy6rzu7du3MX36dPj6+sLR0RGhoaH4/fffjXQXtk2bTVPr4+pkV2/F6Z5BHg16DyIioruZNACVlJQgPDwcK1euVPt6amoq+vTpg/bt2yMuLg5nzpzB/Pnz4eSkuTegoqICQ4cOxZUrV/DTTz8hJSUFq1evhp+fn7Fuw6Y1dGjKV+aED8Z2BoBaIejuitOsB0RERIZk0jlAw4YNw7BhwzS+/uabb2L48OFYunSp6rng4OA6r7l27Vrk5+fj8OHDsLe3BwC0bt26znPKy8tRXv7vtgyFhYVatJ6Ahg9NzR8RhuFdfPFlZTn+/PQ7yPNvIcPdBwkt28PHvQnrABERkVGY7RwghUKBHTt2IDQ0FFFRUfDy8kKvXr3UDpPd7ddff0VkZCSmT58Ob29vdOrUCe+//z7kcrnGcxYvXgyZTKb68ff3N/DdWK/6Nk2tz5XcYuCTT/BgVASWf/sWPv5tOX7ZOBfJv8zBoQfsGX6IiMgozDYA5eTkoLi4GEuWLEF0dDR27dqFMWPGYOzYsdi/f7/G8y5fvoyffvoJcrkcv//+O+bPn4/ly5fjvffe03jO66+/joKCAtXP1atXjXFLVkm5aSpQewhLG0Xvvg+8/DLw8MNAcjJQWgrs3g1nnxaQRkcBR48atL1ERESAGW2FIQgCtmzZgtGjRwMAbty4AT8/P0yYMAHfffed6riRI0fCxcUFmzZtUnud0NBQlJWVIS0tDVKpFACwYsUKLFu2DJmZ2lUU5lYYutNmw9N7uZUV4+jKKdjYfTg8/u9TjOvR6t8Xy8uByEigWTNgzx4jtJiIiKyNLt/fZlsHyNPTE3Z2dggLC6vxfIcOHXDo0CGN5/n6+sLe3l4VfpTnZGVloaKiAg4ODkZrsy2L7uSLoWE+qk1TPV0c8cqPp5FdWKZ2ibwAYEL6UTgoqvBlz7HI/fE0SivleOL+wOoDHB2B2bOBJ54Arl4FOCxJREQGZLZDYA4ODoiIiEBKSkqN5y9cuIDAwECN5/Xu3RuXLl2CQqGocY6vry/Dj5FJJQIig5tjVFc/9A7xxNsj1Q+NKR8/7GcHSQtPPDS0GwBg/tYkfLk/9d8DO3as/t+sLOM2nIiIbI5JA1BxcTESExORmJgIAEhLS0NiYqKqzs/cuXPx/fffY/Xq1bh06RI+//xzbN++HS+88ILqGpMnT8brr7+uejxt2jTk5+dj5syZuHDhAnbs2IH3338f06dPb9R7o+peoVWTusNHVnOlmI/MCasmdUdI11AIublYeF8zzBjYFhBFLN9+FitiL6BKrsDFPfEAgJPlTtwLjIiIDMqkc4Di4uIwcODAWs9PmTIF69evB1C9rH3x4sW4du0a2rVrh0WLFmHUqFGqYwcMGIDWrVurjgeA+Ph4zJo1C4mJifDz88PUqVMxb968GsNideEcIMOSK0TV0JiXa3VRQ6lEAG7fBvz8gHHjADs7VG7aDPuyO7jh6olt4UMx6PxfyGnqgSceew++MicuiSciojrp8v1tNpOgzQkDUCN66SXgs88AFxdg8mT8UumOZnt2od+VBAgi8Phj/8WRwC6qYbNVk7ozBBERkVpWMQmarJtcIeLYpZsI/2kLhIDWcLpTAmHVKoz95/WLzVvBtygPD/19EEcCu0BE9dyhRduTMTTMh5WhiYioQRiAqNEpl8yHndyPNZnXMGLKxygMbofZDpmIjb+ADHcfJHkHY+Zfm/DcsV+weMBTKHF0hgggs6AMx9LyERnc3NS3QUREFsxsV4GRddqZlIlpGxOQWVCGsOzLuOnsjnM+bXGtRI5Zt7zwe/s+SPJpCwgC9gXfB5fKMrS+XbN+U0P3HyMiImIAokYjV4hYtD1ZVReows4eTarKYS+vVFsrSFZWDAAok9YsX9DQ/ceIiIgYgKjRHEvLr1Epek9wTzStuIMRf6svbPnomVikNfPF5eZ+qucE6LflBhER0d0YgKjR3Dt0dckzALFte2FR7Bfof/kk8M+CRMeqCrx4eDNi/j6IL3uOgyj8+2sqApi87hj+PMfiiEREpD9OgqZGo27oavZDs/HlL//FNz8uRKpHK1x3a4GI/DQ0KbyNTx54DJvDowAAvjInvD6sPX49nYnd57MxbeNJvDu6Eyb20lwVnIiISBPWAVKDdYCMQ64Q0eeDvcgquGd/MFFEZMYZjDx/AN7yOxgw/H6IT0/FMbvmtYonVskVmL8tCZuOXQUAvDSoLWYNDYUgcGCMiMjWsRBiAzEAGY9yFRiAGiFIl0KHoijio90X8emeiwCA0V1b4oOHu8DRTrtK30REZJ10+f7mHCBqVPXtD6ZNlWdBEDB7aCg+GNcZdhIBWxNvYNLXR5FfUmGsZhMRkZVhD5Aa7AEyPo37g+nor0u5+M/Gkygqq0Jgc2esfTICwS2aGqHFRERk7jgE1kAMQJblYnYRnlp/HNdu3YGsiT2+mNSDlaKJiGwQh8DIpoR4u2Lr9N7oFuCOgjuVmLz2KH46ec3UzSIiIjPGAERWwbOpIzY9ez8e6uKLSrmIOT+exod/pkChYAcnERHVxgBEVsPJXopPH+uG6QODAQCf77uElzafQlml3MQtIyIic8MARFZFIhEwN6o9lj7cBXYSAb+dycSE1UeQU1QGuUJEfGoetiVeR3xqHuTsHSIislmcBK0GJ0Fbh8OpufjPhpMoLKuCu7M9pIKAvLuWyvvKnLAwJkyrpfdERGT+jL4K7Ndff1V/MUGAk5MT2rZti6CgIF0vazYYgKxHWm4JJqw+gqyCslqv6VJ8kYiIzJ8u39967QU2evRoCIKAe7OT8jlBENCnTx9s3boVzZo10+ctiAwiwMO51u+pkojqELRoezKGhvnoVYeIiIgsk15zgGJjYxEREYHY2FgUFBSgoKAAsbGx6NWrF3777TccOHAAeXl5mDNnjqHbS6STY2n5yC4s1/i6CCCzoAzH0vIbr1FERGRyevUAzZw5E1999RUeeOAB1XODBw+Gk5MTnnvuOZw7dw4ff/wxnn76aYM1lEgfOUW1h74achwREVkHvXqAUlNT1Y6tubm54fLlywCAkJAQ5ObmNqx1RA3k5epU/0E6HEdERNZBrwDUo0cPzJ07Fzdv3lQ9d/PmTbz66quIiIgAAFy8eBH+/v6GaSWRnnoGecBX5oT6Zvecyrilca4QAC6hJyKyMnoNga1ZswajRo1Cq1atVCHn6tWraNOmDbZt2wYAKC4uxltvvWW4lhLpQSoRsDAmDNM2JkBA9ZwfdZb+mYKkGwVY+nA4mjrW/LPYmZSJRduTkXnXSjIuoScismx61wFSKBTYtWsXLly4AABo164dhg4dConE8msrchm89dEUYhY81AG5JZV4Z/s5VMpFtGnhgi8n9UCIt6vqvGkbE2oFJy6hJyIyP9wNvoEYgKyTXCHiWFo+corK4OXqhJ5BHqql7wkZt/DCxgRkFZbB2UGKD8Z1wfDOvujzwd4aoeluAgAfmRMOzRvEJfRERGagUQJQSUkJ9u/fj4yMDFRUVNR47aWXXtLnkmaDAcg25RaX46VNp3A4NQ8AMKyTD/5Iyqr3vE3P3o/I4ObGbh4REdXD6IUQT506heHDh6O0tBQlJSXw8PBAbm4unJ2d4eXlZfEBiGyTZ1NHfPt0TyyPvYBVcalahR+AS+iJiCyRXhN2Zs2ahZiYGNy6dQtNmjTBkSNHkJ6ejh49euDDDz80dBuJGo2dVIJ50e3x1RM90MReqtU5XEJPRGR59ApAiYmJeOWVVyCRSCCVSlFeXg5/f38sXboUb7zxhqHbSNToHuzog+0v9oFdHXN7BFRPpO4Z5NF4DSMiIoPQKwDZ29urVnt5eXkhIyMDACCTyXD16lXDtY7IhNp6NcXyR7vUeczCmDCNE6BZO4iIyHzpNQeoW7duOH78OEJCQtC/f38sWLAAubm52LBhAzp16mToNhKZzKiurXDuegFWH7xSYym8AOC5fkEal8CzdhARkXnTqwfo/fffh69v9b/E//vf/6JZs2aYNm0abt68ia+++sqgDSQypZ1JmbXCD1BdUPHLA2n4/ewNtedM25hQa/l8VkEZpm1MwM6kTOM1mIiItMI6QGpwGTwB1UNYddUBAgBHOwkOzRuEFq6OWp3D2kFERMajy/e35ZdtJjKSY2n5dYYfACivUiDq4wM4lpav1TkigMyCMtXxRERkGnrNAcrLy8OCBQuwb98+5OTkQKFQ1Hg9P5//cifLp219n/ySCjz2VTxmDw2FX7MmBr02EREZh14B6IknnsClS5cwdepUeHt7QxDYlU/WR9v6Pn3beuLgpVx8uOsCOvvJDHptIiIyDr0C0MGDB3Ho0CGEh4cbuj1EZqNnkAd8ZU7IKihTu4u8cj7PuqcisOXUdSzYdg5nrxdAIgCaVrwrz2HtICIi09JrDlD79u1x584dQ7eFyKxIJQIWxoQB+Hf3dyXl44UxYbCTSvDIff74dUZvtPdxrTP8KM/hBGgiItPSKwD93//9H958803s378feXl5KCwsrPFDZC2iO/li1aTu8JHVHLLykTlh1aTuNWr6hHi7Yuv03niqd2u111J3DhERmYZeQ2Du7u4oLCzEoEGDajwviiIEQYBcLjdI44jMQXQnXwwN88GxtHzkFJXBy7V6CEsqESBXiLWeXxjTEf1DW2DOj6eRW1wBO4mAib0CMP+h6t4iIiIyPb0C0MSJE2Fvb4/vvvuOk6DJJkglAiKDm9d4rr5qzztf7oe5P57GvpSb+CY+HVfySvHhI+GqmkFERGQ6ehVCdHZ2xqlTp9CuXTtjtMnkWAiR6qOs9nzvH4/yPwWUQ12iKGLDkXT8d8d5lFcp0NzFAcse6YJB7b0bu8lERFbP6IUQ77vvPm56SjZLrhCxaHuy2pVhyucWbU+GXFE9JDw5sjW2v9gH7X1ckVdSgafXn8D8rUkorahqzGYTEdFd9ApAL774ImbOnIn169fj5MmTOHPmTI0fImumT7Xn0HsmSG84ko4Rnx7CqYxbRm4tERGpo9cQmERSOzcJgmA1k6A5BEZ12ZZ4HTM3J9Z73CePdcWorn61nj9w4SZe/ekMsgrLIBGA6QPb4sVBIXCwq/u/R9RNuOZyeiKif+ny/a3XJOi0tDS9GkZkDbSt4qzpuH6hLfDny/2w4NckbEu8gc/2XsK+lByseLQrQr1d1Z5T34RrIiLSjVF3gx8xYgS+/vpr+Ppa1r+g2QNEd7u356VHYDP0X7av3grR2uz4/tuZG3hraxJul1bCwU6CV6Pa4eneQZDcdZ62E66JiGyd0XuAtHXgwAFWjCaLpqnnZWS4L746kAYBqBFMdK32/FCXlujZ2gPzfj6DfSk38d6O84hNzsaHj4TD38O53gnXAqonXA8N8+FwGBGRDliVjUgDZc/LvROeswrK8NWBNDzXL0irCtH18XJzwtonI7B4bGc4O0hxNC0fwz45iB+OX8XRy3k6T7gmIqL6GbUHiMhSadPz8uvpTOyfOxAn0281eGKyIAiY0DMADwQ3xys/nMaJ9Ft49eczCPPVbgg2p0hzSCIiotoYgIjU0Hap+8n0W7UqRDdEYHMXfP98JFYfvIwVsReQnKnd3nraTswmIqJqHAIjUkPbHhVj9LxIJQL+0z8Yv7/UB+GtZPUe39zFAV393RGfmodtidcRn5oHuaYt6YmICAB7gIjUauhSd0No6+WKn6c9gLk/ncaWUzc0HpdXUoGOC3fi7szDJfJERHUzag/QG2+8AQ8PD2O+BZFR9AzygK/MCZpm8wioDhk9g4z7+20nleCj8d2w4KEOsJdqnlt0b4dPVkEZpm1MwM6kTKO2j4jIUmldB+jXX3/V+qIjR47U6rgDBw5g2bJlOHnyJDIzM7FlyxaMHj26xjHnz5/HvHnzsH//flRVVSEsLAw///wzAgICNF73448/xqpVq5CRkQFPT088/PDDWLx4MZyctPuvddYBIuDfVWCA+qXujV1/p7S8Cj3ei8WdSoVWx+tSj4iIyBoYpQ7QvcFEufXF3Y+VtN0Ko6SkBOHh4Xj66acxduzYWq+npqaiT58+mDp1KhYtWgQ3NzecO3euziDz3Xff4bXXXsPatWvxwAMP4MKFC3jyySchCAJWrFihVbuIACC6ky9WTepeqw6Qj4mGl05fK9A6/AA1l8gbcqI2EZE10DoAKRT//ot39+7dmDdvHt5//31ERkYCAOLj4/HWW2/h/fff1/rNhw0bhmHDhml8/c0338Tw4cOxdOlS1XPBwcF1XvPw4cPo3bs3Hn/8cQBA69atMWHCBBw9elTrdhEpRXfyxdAwH7PYg0vfCddcIk9EVJtec4BefvllfPLJJ4iKioKbmxvc3NwQFRWFFStW4KWXXjJIwxQKBXbs2IHQ0FBERUXBy8sLvXr1wtatW+s874EHHsDJkydx7NgxAMDly5fx+++/Y/jw4RrPKS8vR2FhYY0fIiWpREBkcHOM6uqHyODmJhtO0nfCNZfIExHVplcASk1Nhbu7e63nZTIZrly50sAmVcvJyUFxcTGWLFmC6Oho7Nq1C2PGjMHYsWOxf/9+jec9/vjjeOedd9CnTx/Y29sjODgYAwYMwBtvvKHxnMWLF0Mmk6l+/P39DXIPRIZU38RsdRpjojYRkSXSKwBFRERg9uzZyM7OVj2XnZ2NuXPnomfPngZpmHLIbdSoUZg1axa6du2K1157DQ899BC++OILjefFxcXh/fffx//93/8hISEBv/zyC3bs2IF3331X4zmvv/46CgoKVD9Xr141yD0QGZJUImD+iDC11ak1eaZPECdAExGpoVcdoLVr12LMmDEICAhQ9ZZcvXoVISEh9Q5RacvT0xN2dnYICwur8XyHDh1w6NAhjefNnz8fTzzxBJ555hkAQOfOnVFSUoLnnnsOb775JiSS2pnP0dERjo6OBmk3kbHsTMrEuzuS1b4mEWouhVdu0rr4j79RUFaF6QOD4WgnbZR2EhFZAr0CUNu2bXHmzBnExsbi77//BlAdTIYMGVJjNVhDODg4ICIiAikpKTWev3DhAgIDAzWeV1paWivkSKXV/+LXcsU/kdlRLsnX9Bv80aNdkVtcjvT8UgR6OCOqkw/e2Z6MXcnZ+HTPRfxxNhNLxnVBj8BmjdpuIiJzpXclaEEQ8OCDD6Jfv35wdHTUK/gUFxfj0qVLqsdpaWlITEyEh4cHAgICMHfuXIwfPx79+vXDwIEDsXPnTmzfvh1xcXGqcyZPngw/Pz8sXrwYABATE4MVK1agW7du6NWrFy5duoT58+cjJiZGFYSILEldG7MqzfohsUYP0NeH0rDgoQ4Y1dUPC39NwsWcYjz8xWFMvj8Qc6Pbo6kji8ATkW3Taw6QQqHAu+++Cz8/PzRt2hRpaWkAqoef1qxZo/V1Tpw4gW7duqFbt24AgNmzZ6Nbt25YsGABAGDMmDH44osvsHTpUnTu3Blff/01fv75Z/Tp00d1jYyMDGRm/lvt9q233sIrr7yCt956C2FhYZg6dSqioqLw5Zdf6nOrRCZX38asgPpK0C/87xSkEmD37P54pEcriCLwTXw6HlyxH3v/zlZ/ISIiG6F1Jei7vfPOO/jmm2/wzjvv4Nlnn0VSUhLatGmD77//Hh9//DHi4+ON0dZGw0rQZE62JV7HzM2JOp93byXoQxdz8caWs8jILwUAxIS3xMKYMHg21W3+m1whmkVdJCKie+ny/a1XD9C3336Lr776ChMnTqwxrBQeHq6aE0REhqFvHZ+7K0EDQJ8QT/z5cj88168NJAKw/fQNDFmxHz+fvKb1/LidSZno88FeTFh9BDM3J2LC6iPo88Fe7jlGRBZHrwB0/fp1tG3bttbzCoUClZWVDW4UEf1Ln/o/d7u7EnQTByneGN4Bv7zQG4EezrhdWolXfjyNJ9YcQ0ZeaZ3XUU7Evnc4jhuvEpEl0isAhYWF4eDBg7We/+mnn1TzeYjIMKQSAQtjqstB6BOC7u1Bqg4yJ5Ge/2/gOXQpF4NXxOHL/amoktfeb6yuidjK5xZtT4b83slIRERmSq+lIAsWLMCUKVNw/fp1KBQK/PLLL0hJScG3336L3377zdBtJLJ5mjZmvbf+z92Uc4DurgRd13L6SrmIxX/8jW2JN7BkXGd0aeWueq2+idjceJWILI1eAWjUqFHYvn073nnnHbi4uGDBggXo3r07tm/fjqFDhxq6jUQE9Ruz3iopx/TvTgFAjVCj7ClaGBOmmqCszXJ6QQCSMwsxauVf6BfSAk8+0Br9QltovaEqN14lIkuhdzGQvn37IjY21pBtIaJ6KDdmvdsqiVCrZ8hH5oSFMWGI7uSrek6b5fSiCDhIJaiQK7D/wk3sv3ATzZzt0aetdr063HiViCyFXgHo+PHjUCgU6NWrV43njx49CqlUivvuu88gjSOi+qnrGVK3NF3b3pmKe+YA3SqtxPYzWfWex41XiciS6DUJevr06Wo3DL1+/TqmT5/e4EYRkW6UPUOjuvohMri52ro8xu6deSwigPWAiMhi6BWAkpOT0b1791rPd+vWDcnJ6jdrJCLTauhy+vq09nQ20pWJiAxPrwDk6OiI7OzapfQzMzNhZ8c9hojMUUOX09eH83+IyJLoFYAefPBBvP766ygoKFA9d/v2bbzxxhtcBUZkxpTL6X1kNcOKh4t9g67L+T9EZGn06q758MMP0a9fPwQGBqoKHyYmJsLb2xsbNmwwaAOJyLCiO/liUHtvbIi/gvT8UgR6OOPxXoEYtDwOWQVldS6T16RVsybIL6lAC1fd9hUjIjIVvTZDBYCSkhL873//w+nTp9GkSRN06dIFEyZMgL19w/5L0hxwM1SyZjuTMmstm/eVOWFkuC++OpAGQH1Noef6BeHX05k1znN2kOJOpRyiCLg52eG1YR3wWIQ/JJwMTUQmoMv3t94ByJoxAJG10lQJuq6Q43tXTSF1O8Gfu1GAN7acRdL1QgBAj8Bm+O+YTmjvY/i/He5ET0R1MXoA+vbbb+t8ffLkybpe0qwwAJE1kitE9Plgr8ZiiMqtM/bPHYiT6bd0ChlVcgW+iU/H8l0pKK2Qw04iYGrfIMwcHAJnB8MsjNDUc3VvwUcisl1GD0DNmjWr8biyshKlpaVwcHCAs7Mz8vPzdb2kWWEAImsUn5qHCauP1Hvcpmfv13s/rxu372DR9nP481z1KlE/9yZYNLIjhoR563U9pfp6rlZN6s4QREQ6fX/rtQrs1q1bNX6Ki4uRkpKCPn36YNOmTXo1moiMqzH282rp3gRfPnEfvp58H/zcm+D67Tt45tsTeH7DCdy4fUeva3IneiIyBr0CkDohISFYsmQJZs6caahLEpEBaVunxxD1fIaEeSN2dj88378N7CQC/jyXjSEr9uPrg5dRdc9WG/eSK0TEp+ZhW+J1xKfm4cjlPK13oici0pZBqxba2dnhxo0bhrwkERmIshK0pqXuyjlAhqrn4+xgh9eHdcCYbn54c0sSTqbfwns7zuPnhOv475hO6B7QrNY56ub5uDfRbmUpd6InIl3oFYB+/fXXGo9FUURmZiY+//xz9O7d2yANIyLDUlaCnrYxAQLUL3VfGBNmsFVVd6/Ymj00FBn5pfhg5984n1mIcasOY0LPAMyLag+Zc3XA0TTP5/adSq3eT9+eK64sI7JNek2ClkhqjpwJgoAWLVpg0KBBWL58OXx9LXsyIidBkzVrjNVUmt5j9tAQHLl8Cz8nXAMANHdxwOvDO2B015bou3RfnUNdmih7rg7NG6RzcOHKMiLrwjpADcQARNbOmL0e2qzYaubsgLe2JuFiTjEAoL2PK/7OKtL5vRqyCowry4isDwNQAzEAEelH21pDh+YNglwhYs2hNHy65yLuVMq1ur57E/saQ2L69tbo0k4OhxFZDl2+v7WeAzR79mytG7BixQqtjyUi63EsLV/rFVuRwc0xbUAwYsJ9MWXtMaTeLKn3+p891g0XcopUe5g9EdkaDna6L2bVtZ1EZH20DkCnTp2q8TghIQFVVVVo164dAODChQuQSqXo0aOHYVtIRBZDn1pDSdcLcLme8CMAkDnbY+7PZ5BV+O+5Xx9K06sHqDFqIhGRedM6AO3bt0/1/1esWAFXV1d88803qqrQt27dwlNPPYW+ffsavpVEZBF0rTVUV5HDu4kAbpdWAqi5IiyroAz/2ZiAp3u3xtAwH63nMjVmTSQiMk96FUJcvnw5Fi9eXGNLjGbNmuG9997D8uXLDdY4IrIsylpDmiKIgOp5O8paQ/UNRanO03BBZXBa+9cVTFh9BH0+2IudSZkGbycRWR+9AlBhYSFu3rxZ6/mbN2+iqEj3lRxEZB2UtYYA1AoX6moNaTvEpO1SjayCMkzbmFBvCNK1nURkffQKQGPGjMFTTz2FX375BdeuXcO1a9fw888/Y+rUqRg7dqyh20hEFiS6ky9WTeoOH1nN4SMfmVOtpeWGHmLSZW+woWE+eHlIKGT3VJpW104isj56VYL+4osvMGfOHDz++OOorKwek7ezs8PUqVOxbNkygzaQiCxPdCdfDA3zqbfWkDbbc3i4OCCvpELr99ZmBZemLTee6t0aMwaFsOeHyAY0qA5QSUkJUlNTAQDBwcFwcXExWMNMiXWAiBqPsiAhoH57jpWPd8e7O5I1hiRNPnmsK0Z19dP4fiyASGR9dPn+btBu8JmZmcjMzERISAhcXFzAmopEpKv6hsyGd/HVOF+nLuqG1+padabL8BkRWT69hsDy8vLw6KOPYt++fRAEARcvXkSbNm0wdepUNGvWjCvBiEgn9Q2ZKUPSvcNWmmhawcUCiESkpFcP0KxZs2Bvb4+MjAw4Ozurnh8/fjx27txpsMYRke2QSgREBjfHqK5+iAxuXmseTnQnXxyaNwibnr0fU3u3rvNagc2dEZucjW2J1xGfmqfq0WEBRCJS0qsHaNeuXfjzzz/RqlWrGs+HhIQgPT3dIA0jIrqXMiRFBjdHRJBHrR6hJvZS3KmU48jlfBy5nK96XrlnGAsgEpGSXgGopKSkRs+PUn5+PhwdHRvcKCKi+qgbNrtVUoEXvkuodWzmP/WBVj7evd5VZz4sgEhkE/QaAuvbty++/fZb1WNBEKBQKLB06VIMHDjQYI0jIqrL3cNmPQKb4a1tSRqPFQG8vf0c5o/oAIAFEIlsnV49QMuWLcOgQYNw4sQJVFRU4NVXX8W5c+eQn5+Pv/76y9BtJCKq086kTLyx5SzySyrrPC6nqBxH0/Lx+ePd8N6O8zWGz3xkTpg/ogNkTRywLfG6xtpFRGQddA5AlZWVeOmll7B9+3bExsbC1dUVxcXFGDt2LKZPnw5fX9bPIKLGo6mujybfxKfjaFo+VjzaFQBqDJ+9u6PmnCLl3CHWBSKyPnoVQmzRogUOHz6MkJAQY7TJ5FgIkcgyyBUi+nywV6ul8UpNHe1QXF4FABjVtSXeGN4BpzJu6VwcUa4Q6610TUSNS5fvb72GwCZNmoQ1a9ZgyZIlejWQiMgQtN1NHvh3gvP2F/tgRewFbDqWgW2JN7A7ORsSiaCxOKKA6uKIQ8N8VAFH3VYa7C0isix6BaCqqiqsXbsWu3fvRo8ePWptgbFixQqDNI6IqC661utZGBMGz6aOeH9MZzwW4Y8F284h8ertOs+5tziipiE35U703EqDyDLoFYCSkpLQvXt3AMCFCxdqvCYI7AImosahbb2e5i4O+O+YTjWCSZdW7vhl2gN4c+tZbDp2td5r5BSV1buVhrreIiIyT3oFoH379hm6HUREOqtvN3kA8HCxR/zrg+FgV7vqh0QiYGS4n1YByMvViVtpEFmRBm2GSkRkSlKJoHGjVOGfn/fHdFYbfpSUIaqu/hofN0f0DPLgVhpEVoQBiIgsWn27ydc3H6euEKXk4eKAK3kl3EqDyIrotQze2nEZPJHlaeiydHUru1wcpSivVKBKIcJOIuDJ3q2x/fQN5BSW17mVxqF5gzgHiMgEdPn+ZgBSgwGIyDapC1FX80vxzm/J2Pt3DgDAzckOhWVVtc6tq2YQETUOBqAGYgAionvt/Tsb72xPxpW8UgCAvVRApfzff32yDhCR6Rm9ECIRka0Z1N4bvdt6Yt1fV/DZnosoqZBDANCrjQeefCAIQ8O8OexFZEE4CZqISEuOdlL8p38w9s4ZgDHd/CACOHI5H3N/Oo31h6+gUq4wdROJSEscAlODQ2BEpI0TV/Lx9vZzSLpeCABo69UUb8d0RJ8QTxO3jMg2cQ5QAzEAEZG25AoRP5y4imV/piC/pAIA8GCYN94aEYaA5s4mbh2RbWEAaiAGICLbps+S+oLSSny0+wI2HEmHXCHCwU6CZ/sG4YUBbeHiyOmWRI2BAaiBGICIbFdDd3pPySrCO7+dw1+X8gAA3m6OeH1YB4zq2pJ7JRIZGQNQAzEAEdkmTTu961rjRxRF7ErOxns7knE1/w4AoEdgM7wd0xGdW8kM22giUtHl+9vkq8AOHDiAmJgYtGxZ/V9HW7durfG6IAhqf5YtW1bndVeuXInWrVvDyckJvXr1wrFjx4x4F0Rk6erb6R2o3uldrqj/vxkFQUBURx/EzuqPuVHt4Owgxcn0Wxi58hDm/XQGucXlBm07EenO5AGopKQE4eHhWLlypdrXMzMza/ysXbsWgiBg3LhxGq/5/fffY/bs2Vi4cCESEhIQHh6OqKgo5OTkGOs2iMjC6bLTu7ac7KWYPrAt9r7yz7J5Efj+xFUMXBaH1Qcuo6KKy+aJTMWshsAEQcCWLVswevRojceMHj0aRUVF2LNnj8ZjevXqhYiICHz++ecAAIVCAX9/f7z44ot47bXX6m0Hh8CIbM+2xOuYuTmx3uM+eawrRnX10+s9Tqbn4+1fk3H2egEAoI2nC+Y/FIaB7b30uh4R1WRRQ2C6yM7Oxo4dOzB16lSNx1RUVODkyZMYMmSI6jmJRIIhQ4YgPj5e7Tnl5eUoLCys8UNEtqUxdnrvEeiBbdN7Y+m4LvBs6ojLuSV4av1xTFl7DJdyivS+LhHpzqIC0DfffANXV1eMHTtW4zG5ubmQy+Xw9vau8by3tzeysrLUnrN48WLIZDLVj7+/v0HbTUTmr2eQB3xlTtC0TktA9WqwnkEeDXofiUTAoxH+2DenP57v3wb2UgH7L9xE9McH8c72ZBSUVjbo+kSkHYsKQGvXrsXEiRPh5KT/f4Gp8/rrr6OgoED1c/XqVYNen4jMn1QiYGFMGADUCkHKxwtjwgy235erkz1eH9YBu2b1x5AO3qhSiFj7VxoGLo/D/46mazXZmoj0ZzEB6ODBg0hJScEzzzxT53Genp6QSqXIzs6u8Xx2djZ8fHzUnuPo6Ag3N7caP0Rke6I7+WLVpO7wkdX8jywfmZPWS+B1FeTpgq+n3IcNU3sixKsp8ksq8OaWJIz49CAOp+Ya/P2IqJrFlCdds2YNevTogfDw8DqPc3BwQI8ePbBnzx7VZGqFQoE9e/ZgxowZjdBSIrJk0Z18MTTMR+dK0A3VN6QF/pjZF/87moEVsRfwd1YRHl99FFEdvfHmcG6rQWRoJg9AxcXFuHTpkupxWloaEhMT4eHhgYCAAADVs7p//PFHLF++XO01Bg8ejDFjxqgCzuzZszFlyhTcd9996NmzJz7++GOUlJTgqaeeMv4NEZHFk0oERAY3b/T3tZNKMOWB1hgZ3hIf7b6A/x3NwJ/nsrHv75t4uk8Qpg8MhquTfaO3i8gamTwAnThxAgMHDlQ9nj17NgBgypQpWL9+PQBg8+bNEEUREyZMUHuN1NRU5Ob+21U8fvx43Lx5EwsWLEBWVha6du2KnTt31poYTURkjpq5OOCdUZ0w6f5AvPtbMg5ezMUX+1Px08lrmBsViod7+Bu9R4rI2plVHSBzwTpARGQuRFHEnvM5+O/v55GWWwIA6NjSDQtjOjZ4RRqRteFeYA3EAERE5qaiSoFv46/gkz0XUVRWBQAY0dkXrw1rD38Pzg8iAhiAGowBiIjMVV5xOZbHXsDmYxlQiICDnQTP9g3CtAFt0dTR5LMaiEyKAaiBGICIyNydzyzEu78l43BqHgCghasj5ka1w8PdW0HC+UFkoxiAGogBiIgsgSiK2H0+B//dkYwreaUAqucHLXgoDPe19mj0pfxEpsYA1EAMQERkSdTND3Kyk6Dsrt3mfWVOWBgTZpRijkTmwmo3QyUisjRyhYj41DxsS7yO+NQ8o2xx4WAnwTN92yBuzgD0C/UEgBrhBwCyCsowbWMCdiZlGvz9iSwRZ8wRERnJzqRMLNqejMyCMtVzxuyJcXd2wMXsYrWvKWPXou3JGBrmw+EwsnnsASIiMoKdSZmYtjGhRvgBjNsTcywtv9b73SuzoAzH0vIN/t5EloYBiIjIwOQKEYu2J0PdYNfdPTGGHg7LKao7/Ci9tyMZqTfV9xTZusYYsiTzwCEwIiI15ApR71VU9fXEiPi3J8aQe455uTrVfxCAczcKEfXRAUy6PxAvDwmBu7ODwdpgyRp7yJJMiwGIiOgeDf0i1LYnRtvjtNUzyAO+MidkFZSp7X0SAHg2dUDnVu7Y+3cO1h++gi2nrmPm4BA8ERkIe6ntDgoohyzv/eemHLJcNak7Q5CVsd3fdiIiNQwxd0fbnhhtj9OWVCJgYUwYgOqwczfl43dHd8LaJyOwcWovtPdxRcGdSrzzWzKiPjqA2ORsmHNlFGMNT5lqyJJMiwGIiOgfhvoiVPbEaBowE1Ddo2SMzUyjO/li1aTu8JHVDFc+MqcavRh9Qjyx46W+WDy2MzybOuBybgme/fYEHl99FEnXCwzerobamZSJPh/sxYTVRzBzcyImrD6CPh/sNchkcl2GLMl6cAiMiOgfhpq7o+yJmbYxAQJQI1ApQ9HCmDCjLUWP7uSLoWE+9c5hkkoETOgZgIe6+GJVXCq+PpSG+Mt5iPn8EB7u3gpzotrB282wvVT6MPbwlKmGLMm02ANERPQPQ34RatsTYyxSiYDI4OYY1dUPkcHNa4Wfu4eTkq4X4pUH22HvK/0xMrwlRBH48eQ1DFgWh092X0RpRZVR21qXxhieMtWQJZkWe4CIiP5h6C9CbXtiGltdk7w/ndANT/Vujfd2nMfJ9Fv4aPcFfHcsHXOj2mNsN79G32i1MVbUaTN53MdIQ5ZkOuwBIiL6hzHm7tTXE9PYtJnk3S2gGX76TyRWPt4d/h5NkF1Yjjk/nsbIlYcQ/8/u842lMYantJk8bswhSzINBiAion9Y+xehLsNJgiBgRBdfxM7qj9eHtYerox2SrhdiwuojeOabE41WSLGxhqdMPWRJjY+7wavB3eCJbJu1FsSLT83DhNVH6j1u07P31xpOyisuxyd7LuJ/RzMgV4iwkwiY2CsAM4eEwsPFeIUU5QoRfT7YW+/w1KF5gwwSTBtSAJNMT5fvb84BIiK6h7nO3WmohgwnNW/qiHdGdcLkyNZY8sd57D6fg2/i0/HLqeuYMbAtpjzQGk720lrn1RUotAkbjbGijqHHNrEHSA32ABGRNWpID9C9Dqfm4r87zuPcjUIAQKtmTfBqdHvEdPGFIFSHh7p60gDo1MtmrF45a+3ts1W6fH8zAKnBAERE1sjQw0kKhYhfTl3Hh3+mIKuwOkB09XfHWyM6ILe4XG3tnnt7ce59DYDGOTcN6alRd25scpbGNtbVDjJfDEANxABERNZKuQoMUD+cpM+X/p0KOb4+eBmr9qeitEIOAHCyk6CsSqFz+ww9pwdQ38vj4+aIsioFbpdWNlo7yPh0+f7mKjAiIhtijNVOTRykeHFwCOLmDsCEnv4QBOgVfgDDbzuhcdl/YbnG8GOMdpD54SRoIiIbY6xJ3l6uTlg8tgsCmztjyR8pDbqWIbadqGvZf2O2g8wTAxARkQ1SFmg0hvJK/Xp/7taQuj7K+T5/Xcqts4q0sdtB5o0BiIiIDGZnUiY+2n1R7/Mbuu2Euvk+pmgHmT8GICIiMgjlkJO+GlrXR9Ou8Y3dDrIMnARNREQGUd/GpUpdWsmgLlc0ZCK2Ieb7GKIdZDnYA0RERAah7YThqX2C0MlPhiV//I3Y5GwAgKOdBI/0aIW+IS30em9tw5cmD4Z5I9S7KSLbeOL+f+ZGxafmsTq0FWMAIiIig/B0cdTqOC9XJwS3aIrVk+/DsbR8vP/7eSRevY1P917CpuNXMWtIKB69rxXspNoPUjR0tdau5GzsSs7GzwnXMTLcF7+ezmR1aCvHITAiImqwnUmZeOXH03UeI6A6SNw9sbhnkAe2vPAAVj7eHQEezrhZVI43tpxF9CcHsTs5G9rW6jXUaq3MgjJ8eSCtdt2ggjJM25iAnUmZBnkfMj0GICIiahDl5GPldhjq1DWxWBAEjOjii92z+2PBQ2Fwd7bHpZxiPPPtCYz/6ghOZdyqtw09gzzgK3OCsQaplDFs0fZkyBXcQMEaMAAREZHetJ187O3mWO/EYgc7CZ7uE4T9cwfiP/2D4WAnwbG0fIz5v8OY/r8EXMktqfM9HosIMMgkaE1YHdq6cA4QERHpTdvJx8sf7YrebT21uqasiT1eG9YekyMDsSL2An5OuIYdZzPx57ksTLo/EC8OaovmTf+db2So2j/aYnVo68AeICIi0pu2YSC3uFzna7d0b4IPHwnH7y/1xYB2LVClELH+8BX0XxaHz/dexJ0Kuca9voyJ1aGtA3uAiIhIb9qGgYaEhg6+blj/VE/8dSkXi/84j6Trhfhw1wVsOJKOskq5XsNeHi72uFVSqfO57s72rA5tJdgDREREeqtv8rG6lV/66t3WE79O74NPHuuKVs2aILuwHAV3qnS6hrI9743qpHqsi6ceCGI9ICvBAERERHqTSgQsjAkDUDtMGGNLCYlEwKiuftjzSn+M7tZSp3Pvbs/wLi2xalJ3+Mi075lyd7bHjEFtdXpPMl8MQERE1CDRnXzVhgljbinhaCfF+PsCdDrn3vZEd/LFoXmDsOnZ+/HJY10R08WnzvOXjO3M3h8rwjlARETUYNGdfDE0zAfH0vIbbfsI5fBbVkGZxrk87k3ssHBkJ/i4qW+PVCIgMrg5diZl4rczWRrf6/l+QawCbWXYA0RERAahDBOjuvohMri50XtL6hp+UyqtUCA1pxid/Nw0tqe+WkYCgF9PZ7IAopVhACIiIoulafituYsD2ni6oEKuwOf7LqHf0n1YcygN5VXyWteor5YRCyBaJw6BERGRRdM0/CYRqjc5/WDn37h8swTv/paMtYfSMHtoKEZ381P1CGlby4gFEK0LAxAREVk85fDbvaI6+mBwey/8dPIaPtp9Addv38ErP57G6oOX8Wp0Owxs59UotYzI/HAIjIiIrJqdVILHegYgbs5AzItuDzcnO/ydVYSn11dvtmovFQxWy0iuEBGfmodtidcRn5rHeUNmTBBFkZ/OPQoLCyGTyVBQUAA3NzdTN4eIiAzodmkFVsWlYt3hK6ioUgAAwv1lOH21AAJQYzK0MhRps5xf3Z5kvjInLIwJ4wqyRqLL9zcDkBoMQERE1kOuENUuz79x+w4+3n0BP528BoUICALgZCfFncp/J0prG2CUe5Ld+4WqS4CihmMAaiAGICIi66BNr8zfmYV4a2sSTqTfAgDYSwX0aeuJCT0DMLiDd73L+eUKEX0+2KtxJZmA6iKMh+YNYiFFI9Pl+5tzgIiIyCpp2ik+q6AM0zYmYGdSJnYmZeKp9cdV4QcAKuUi9qXcxCs/nMaquEsorah7vzEuo7dMXAVGRERWQznclVVwB+/uOK+2uKGI6l6Z1385i1ullRqvVVRehQ93XcD6w+mYObgtxkcEwMGudr8Bl9FbJgYgIiKyCuqGuzQRgTrDDwC4N7GHWxN7ZOSXYv62c1h9MA2vPBiKmC4tIblrKIvL6C0Th8CIiMgsNGQJuabhroa4facS/x3dCe+O6gjPpo7IyC/FzM2JGPHZIez9OxvKKbTKPckMsYyeGg97gIiIyOQasoS8vr28GiK/tAJPRLbGuB6tsPZQGr7cfxnnMwvx9PoTiGjdDHOj2qNnkAcWxoRh2sYEjcvoF8aEcQK0mWEPEBERmZQ2k5XrUt8k5IZQDls5O9hhxqAQHHh1IJ7v1waOdhIcv3ILj34Zj6fWHYO/h7PaPcl8ZE5cAm+m2ANEREQmU1fvjXKy8qLtyRga5qOxB8UYk4uVS9fvHbZq5uKA14d3wFO9g/Dp3ov4/vhV7Eu5iX0pNxET3hIbn+mFnMLyWjWHyPyYvAfowIEDiImJQcuWLSEIArZu3VrjdUEQ1P4sW7ZM4zUXL16MiIgIuLq6wsvLC6NHj0ZKSoqR74SIiHRliCXkuk4u1jaP1DVs5SNzwvtjOmP37P6ICW8JANh++gYe/OgAfj19A72CmiMyuDnDjxkzeQAqKSlBeHg4Vq5cqfb1zMzMGj9r166FIAgYN26cxmvu378f06dPx5EjRxAbG4vKyko8+OCDKCkpMdZtEBGRHgyxhLy+ScgA4OFij4/Gd8X8ER2gzdzql4eEajVsFeTpgs8mdMNvL/bBgHYtIFeI2HQsA/2X7cN/dyQjv6Si/jcjkzD5ENiwYcMwbNgwja/7+PjUeLxt2zYMHDgQbdq00XjOzp07azxev349vLy8cPLkSfTr16/W8eXl5SgvL1c9Liws1Lb5RETUAIZYQi6VCPVOQn5/TGdEd/LFtsTrWr1fa09nrY5T6uQnw/qneuJYWj6W/fk3jl+5hdUH07Dp2FU80zcIU/sEwdXJXqdrknGZvAdIF9nZ2dixYwemTp2q03kFBQUAAA8P9UsQFy9eDJlMpvrx9/dvcFuJiKh+hlpCHt3JV6tJyMau2dMzyAM/PB+JdU9FoGNLNxSXV+Hj3RfRb+k+rD5wGWV37TNGpmVWe4EJgoAtW7Zg9OjRal9funQplixZghs3bsDJSbtfToVCgZEjR+L27ds4dOiQ2mPU9QD5+/tzLzAiokagXAUG6L8Tu5KmjU/vfr3PB3uRVVCmduK1IfbtUlWjLryDK7ml2H76Bi7nVk/B8HFzwkuDQ/DIfa1gL7WoPgiLoMteYCYfAtPF2rVrMXHiRK3DDwBMnz4dSUlJGsMPADg6OsLR0dEQTSQiIh0pe2/urQPko2UdoLtJJQIig5vX+boxa/aoq2fk4+aIyZGB2HM+B9dv38EbW87iywOpmDUkFDHhLTlR2kQspgfo4MGD6NevHxITExEeHq7V9WbMmIFt27bhwIEDCAoK0rod3A2eiKjx1dd7Y0gNKbxY1zWnbUyo1bOkvINPJ3RFbnEFVu67hNzi6snRod5NMXtoO0R19IYgMAg1lC7f3xYTgJ588kkkJSXhxIkT9V5HFEW8+OKL2LJlC+Li4hASEqJTOxiAiIisnyEDl3JoTdOS/ruH1soq5Vh/+Aq+3J+KwrLqnea7tJLhlQfboV+IJ4NQA+jy/W3yAcji4mIkJiYiMTERAJCWlobExERkZGSojiksLMSPP/6IZ555Ru01Bg8ejM8//1z1ePr06di4cSO+++47uLq6IisrC1lZWbhz545R74WIiPTTkH3A9KUcLhvV1a/BNXt0qWfk4miH6QPb4uC8QZgxsC2cHaQ4c60AU9Yew/gvj9RZ84gMx+RzgE6cOIGBAweqHs+ePRsAMGXKFKxfvx4AsHnzZoiiiAkTJqi9RmpqKnJzc1WPV61aBQAYMGBAjePWrVuHJ5980nCNJyKiBjPGcFRj06eekayJPeZEtcOTvVtjVVwqNhxJx7Er+Xj0y3j0C22BuQ+2Q+dWMmM12eaZ1RCYueAQGBFR46hv3oyl7KMVn5qHCauP1Hvcpmfv1zhJO7PgDj7bewk/HL+Kqn96wKI6emP20HZo5+Nq0PZaK4saAiMiIttU3z5gQPU+YI0xHNZQhqhn5CtrgvfHdMaeV/pjTDc/CALw57lsRH9yADM3n8Llm8VGabutYgAiIiKTMMQ+YOZCubweQK0QpOvy+sDmLvhofFf8+XI/DO/sA1EEtiXewNCPDuDVn07jan6pYRtvoxiAiIjIJAyxD5g50bYatbZCvV3xfxN74LcX+2Bwey/IFSJ+OHENg5bHYf7WJGTVER6pfiafBE1ERLbJ2NtSmEJ0J18MDfMxaD2jTn4yrHkyAgkZt7Bi1wUcupSLDUfS8f2Jq3ji/kBMGxAMz6Ys5qsrToJWg5OgiYiMrzG2pajv/Rur8KIhHbmch+W7UnD8yi0AgLODFFMeaI3n+rZBMxcHE7fOtCy2EKK5YAAiImochtwHTNf3teSl96Io4uDFXCzflYLT16o3/G7qaIene7fG1L5tIGtimzvPMwA1EAMQEVHjaewwYi1L74HqILTnfA5WxF5AcmYhAMDNyQ7P9m2DJ3u3hquTbQUhBqAGYgAiImpcjTUcpcuWFZYwHKakUIj481wWPtp9AReyq5fLuzvb4/l+wZjyQCCcHWxjyi8DUAMxABERWSdDFCw0Z3KFiN/O3MAnuy/icm4JAMCzqQP+0z8Yk+4PhJO91MQtNC4WQiQiIlLD2pbe30sqETCqqx92zeqH5Y+EI8DDGbnFFXhvx3n0XboP6/9KQ1ml3NTNNAsMQEREZDOscem9OnZSCcb1aIU9r/THkrGd4efeBDeLyvH29mQMWBaHDfFXUF5l20GIAYiIiGyGIbassCT2Ugke6xmAfXMG4L3RneArc0JWYRnmbzuHgcvi8N3RDFRUKUzdTJNgACIiIpthyC0rLImDnQST7g9E3NwBeGdUR3i7OeJGQRne2HIWg5bH4YfjV1Ept60gxEnQanASNBGRdbP0OkANVVYpx3dHM7BqfypuFpUDAAI8nPHioLYY080PdlLL7B/hKrAGYgAiIrJ+lloJ2pDuVMjxv6Pp+GJ/KnKLKwAAgc2d8eKgEIzu2tLighADUAMxABERkS0prajChvh0fHngMvJLqoNQ63+C0CgLCkIMQA3EAERERLaopLwKG46k46u7glCQpwteHNQWI8PNPwgxADUQAxAREdmykvIqfBufjq8OpOJWaSUAoI2nC14c3BYjw/3MdqiQAaiBGICIiIiqg9A38Vfw1YHLuK0MQi2qe4RiuphfjxADUAMxABEREf2ruLwK3xy+gtUH7wpCni6YYWZDYwxADcQAREREVJsyCH198LJqaCzI0wUzBrY1i8nSDEANxABERESkWXF5Fb6Nv4LVB/4NQq2bO2OGiZfPMwA1EAMQERFR/YrLq5fP3z1ZOrC5M2YMbIvR3fxg38hBiAGogRiAiIiItKdu+XyAhzOmDwzGmG6t4GDXOEGIAaiBGICIiIh0V1JehY3/BKG8f4KQn3sTvDAwGI/08Dd6EGIAaiAGICIiIv2VVlThu6MZ+GL/ZeQWV+811lLmhGkDgvFohD8c7aRGeV8GoAZiACIiImq4sko5Nh3LwKq4VOT8s+mqj5sT/tO/DR7rGQAne8MGIQagBmIAIiIiMpyySjl+OHEVq+JSkVlQBgBo4eqIHS/1gZerk8HeR5fvbzuDvSsRERGRGk72UkyObI3xEf748cQ1rIpLRatmTQwafnTFAERERESNwtFOikn3B+LR+/xVq8VMxTxqVxMREZHNcLCTwEdmut4fgAGIiIiIbBADEBEREdkcBiAiIiKyOQxAREREZHMYgIiIiMjmMAARERGRzWEAIiIiIpvDAEREREQ2hwGIiIiIbA4DEBEREdkcBiAiIiKyOQxAREREZHMYgIiIiMjm2Jm6AeZIFEUAQGFhoYlbQkRERNpSfm8rv8frwgCkRlFREQDA39/fxC0hIiIiXRUVFUEmk9V5jCBqE5NsjEKhwI0bN+Dq6gpBEAx67cLCQvj7++Pq1atwc3Mz6LXNgTXfnzXfG8D7s2TWfG8A78+SNfa9iaKIoqIitGzZEhJJ3bN82AOkhkQiQatWrYz6Hm5ublb3i343a74/a743gPdnyaz53gDenyVrzHurr+dHiZOgiYiIyOYwABEREZHNYQBqZI6Ojli4cCEcHR1N3RSjsOb7s+Z7A3h/lsya7w3g/Vkyc743ToImIiIim8MeICIiIrI5DEBERERkcxiAiIiIyOYwABEREZHNYQAygpUrV6J169ZwcnJCr169cOzYsTqP//HHH9G+fXs4OTmhc+fO+P333xuppbpZvHgxIiIi4OrqCi8vL4wePRopKSl1nrN+/XoIglDjx8nJqZFarL233367Vjvbt29f5zmW8rkBQOvWrWvdnyAImD59utrjzf1zO3DgAGJiYtCyZUsIgoCtW7fWeF0URSxYsAC+vr5o0qQJhgwZgosXL9Z7XV3/do2hrnurrKzEvHnz0LlzZ7i4uKBly5aYPHkybty4Uec19fn9Npb6Prsnn3yyVlujo6Prva45fHZA/fen7u9QEAQsW7ZM4zXN5fPT5jugrKwM06dPR/PmzdG0aVOMGzcO2dnZdV5X37/XhmIAMrDvv/8es2fPxsKFC5GQkIDw8HBERUUhJydH7fGHDx/GhAkTMHXqVJw6dQqjR4/G6NGjkZSU1Mgtr9/+/fsxffp0HDlyBLGxsaisrMSDDz6IkpKSOs9zc3NDZmam6ic9Pb2RWqybjh071mjnoUOHNB5rSZ8bABw/frzGvcXGxgIAHnnkEY3nmPPnVlJSgvDwcKxcuVLt60uXLsWnn36KL774AkePHoWLiwuioqJQVlam8Zq6/u0aS133VlpaioSEBMyfPx8JCQn45ZdfkJKSgpEjR9Z7XV1+v42pvs8OAKKjo2u0ddOmTXVe01w+O6D++7v7vjIzM7F27VoIgoBx48bVeV1z+Py0+Q6YNWsWtm/fjh9//BH79+/HjRs3MHbs2Dqvq8/fq0GIZFA9e/YUp0+frnosl8vFli1biosXL1Z7/KOPPiqOGDGixnO9evUSn3/+eaO20xBycnJEAOL+/fs1HrNu3TpRJpM1XqP0tHDhQjE8PFzr4y35cxNFUZw5c6YYHBwsKhQKta9byucmiqIIQNyyZYvqsUKhEH18fMRly5apnrt9+7bo6Ogobtq0SeN1dP3bbQz33ps6x44dEwGI6enpGo/R9fe7sai7vylTpoijRo3S6Trm+NmJonaf36hRo8RBgwbVeYy5fn73fgfcvn1btLe3F3/88UfVMefPnxcBiPHx8Wqvoe/fqyGwB8iAKioqcPLkSQwZMkT1nEQiwZAhQxAfH6/2nPj4+BrHA0BUVJTG481JQUEBAMDDw6PO44qLixEYGAh/f3+MGjUK586da4zm6ezixYto2bIl2rRpg4kTJyIjI0PjsZb8uVVUVGDjxo14+umn69zs11I+t3ulpaUhKyurxucjk8nQq1cvjZ+PPn+75qKgoACCIMDd3b3O43T5/Ta1uLg4eHl5oV27dpg2bRry8vI0HmvJn112djZ27NiBqVOn1nusOX5+934HnDx5EpWVlTU+i/bt2yMgIEDjZ6HP36uhMAAZUG5uLuRyOby9vWs87+3tjaysLLXnZGVl6XS8uVAoFHj55ZfRu3dvdOrUSeNx7dq1w9q1a7Ft2zZs3LgRCoUCDzzwAK5du9aIra1fr169sH79euzcuROrVq1CWloa+vbti6KiIrXHW+rnBgBbt27F7du38eSTT2o8xlI+N3WUn4Eun48+f7vmoKysDPPmzcOECRPq3GhS199vU4qOjsa3336LPXv24IMPPsD+/fsxbNgwyOVytcdb6mcHAN988w1cXV3rHSIyx89P3XdAVlYWHBwcaoXx+r4Dlcdoe46hcDd40sv06dORlJRU7zh0ZGQkIiMjVY8feOABdOjQAV9++SXeffddYzdTa8OGDVP9/y5duqBXr14IDAzEDz/8oNV/nVmSNWvWYNiwYWjZsqXGYyzlc7NllZWVePTRRyGKIlatWlXnsZb0+/3YY4+p/n/nzp3RpUsXBAcHIy4uDoMHDzZhywxv7dq1mDhxYr0LDMzx89P2O8CcsQfIgDw9PSGVSmvNeM/OzoaPj4/ac3x8fHQ63hzMmDEDv/32G/bt24dWrVrpdK69vT26deuGS5cuGal1huHu7o7Q0FCN7bTEzw0A0tPTsXv3bjzzzDM6nWcpnxsA1Wegy+ejz9+uKSnDT3p6OmJjY+vs/VGnvt9vc9KmTRt4enpqbKulfXZKBw8eREpKis5/i4DpPz9N3wE+Pj6oqKjA7du3axxf33eg8hhtzzEUBiADcnBwQI8ePbBnzx7VcwqFAnv27KnxX9N3i4yMrHE8AMTGxmo83pREUcSMGTOwZcsW7N27F0FBQTpfQy6X4+zZs/D19TVCCw2nuLgYqampGttpSZ/b3datWwcvLy+MGDFCp/Ms5XMDgKCgIPj4+NT4fAoLC3H06FGNn48+f7umogw/Fy9exO7du9G8eXOdr1Hf77c5uXbtGvLy8jS21ZI+u7utWbMGPXr0QHh4uM7nmurzq+87oEePHrC3t6/xWaSkpCAjI0PjZ6HP36vBGHWKtQ3avHmz6OjoKK5fv15MTk4Wn3vuOdHd3V3MysoSRVEUn3jiCfG1115THf/XX3+JdnZ24ocffiieP39eXLhwoWhvby+ePXvWVLeg0bRp00SZTCbGxcWJmZmZqp/S0lLVMffe36JFi8Q///xTTE1NFU+ePCk+9thjopOTk3ju3DlT3IJGr7zyihgXFyempaWJf/31lzhkyBDR09NTzMnJEUXRsj83JblcLgYEBIjz5s2r9ZqlfW5FRUXiqVOnxFOnTokAxBUrVoinTp1SrYRasmSJ6O7uLm7btk08c+aMOGrUKDEoKEi8c+eO6hqDBg0SP/vsM9Xj+v52zeHeKioqxJEjR4qtWrUSExMTa/wdlpeXa7y3+n6/zeX+ioqKxDlz5ojx8fFiWlqauHv3brF79+5iSEiIWFZWpvH+zOWzq+/+lAoKCkRnZ2dx1apVaq9hrp+fNt8B//nPf8SAgABx79694okTJ8TIyEgxMjKyxnXatWsn/vLLL6rH2vy9GgMDkBF89tlnYkBAgOjg4CD27NlTPHLkiOq1/v37i1OmTKlx/A8//CCGhoaKDg4OYseOHcUdO3Y0cou1A0Dtz7p161TH3Ht/L7/8suqfhbe3tzh8+HAxISGh8Rtfj/Hjx4u+vr6ig4OD6OfnJ44fP168dOmS6nVL/tyU/vzzTxGAmJKSUus1S/vc9u3bp/Z3UXkPCoVCnD9/vujt7S06OjqKgwcPrnXfgYGB4sKFC2s8V9ffbmOp697S0tI0/h3u27dPdY17762+3+/GVNf9lZaWig8++KDYokUL0d7eXgwMDBSfffbZWkHGXD87Uaz/d1MURfHLL78UmzRpIt6+fVvtNcz189PmO+DOnTviCy+8IDZr1kx0dnYWx4wZI2ZmZta6zt3naPP3agzCP40hIiIishmcA0REREQ2hwGIiIiIbA4DEBEREdkcBiAiIiKyOQxAREREZHMYgIiIiMjmMAARERGRzWEAIiIiIpvDAEREJtG6dWt8/PHHpm5GoxkwYABefvllUzeDiP7BAERENm/Tpk2QSqWYPn26qZtCRI2EAYiIbN6aNWvw6quvYtOmTSgrKzN1c4ioETAAEZFRDBgwADNmzMCMGTMgk8ng6emJ+fPn4+7tB0tLS/H000/D1dUVAQEB+Oqrr2pcY968eQgNDYWzszPatGmD+fPno7KyUvX66dOnMXDgQLi6usLNzQ09evTAiRMnVK8fOnQIffv2RZMmTeDv74+XXnoJJSUlNd4jLS0Nhw8fxmuvvYbQ0FD88ssvNV5fv3493N3d8eeff6JDhw5o2rQpoqOjkZmZqTqmqqoKL730Etzd3dG8eXPMmzcPU6ZMwejRozX+8ykvL8ecOXPg5+cHFxcX9OrVC3Fxcbr8IyaiBmAAIiKj+eabb2BnZ4djx47hk08+wYoVK/D111+rXl++fDnuu+8+nDp1Ci+88AKmTZuGlJQU1euurq5Yv349kpOT8cknn2D16tX46KOPVK9PnDgRrVq1wvHjx3Hy5Em89tprsLe3BwCkpqYiOjoa48aNw5kzZ/D999/j0KFDmDFjRo02rlu3DiNGjIBMJsOkSZOwZs2aWvdRWlqKDz/8EBs2bMCBAweQkZGBOXPmqF7/4IMP8L///Q/r1q3DX3/9hcLCQmzdurXOfzYzZsxAfHw8Nm/ejDNnzuCRRx5BdHQ0Ll68qNM/YyLSk9H3mycim9S/f3+xQ4cOokKhUD03b948sUOHDqIoimJgYKA4adIk1WsKhUL08vISV61apfGay5YtE3v06KF67OrqKq5fv17tsVOnThWfe+65Gs8dPHhQlEgk4p07d0RRFEW5XC76+/uLW7duFUVRFG/evCk6ODiIly9fVp2zbt06EYB46dIl1XMrV64Uvb29VY+9vb3FZcuWqR5XVVWJAQEB4qhRo2r885g5c6YoiqKYnp4uSqVS8fr16zXaN3jwYPH111/XeP9EZDjsASIio7n//vshCILqcWRkJC5evAi5XA4A6NKli+o1QRDg4+ODnJwc1XPff/89evfuDR8fHzRt2hRvvfUWMjIyVK/Pnj0bzzzzDIYMGYIlS5YgNTVV9drp06exfv16NG3aVPUTFRUFhUKBtLQ0AEBsbCxKSkowfPhwAICnpyeGDh2KtWvX1rgPZ2dnBAcHqx77+vqq2llQUIDs7Gz07NlT9bpUKkWPHj00/nM5e/Ys5HI5QkNDa7Rv//79Ne6BiIzHztQNICLbpRyuUhIEAQqFAgAQHx+PiRMnYtGiRYiKioJMJsPmzZuxfPly1fFvv/02Hn/8cezYsQN//PEHFi5ciM2bN2PMmDEoLi7G888/j5deeqnW+wYEBAConvycn5+PJk2aqF5TKBQ4c+YMFi1aBIlEorGd4l1zmXRVXFwMqVSKkydPQiqV1nitadOmel+XiLTHAERERnP06NEaj48cOYKQkJBaX/rqHD58GIGBgXjzzTdVz6Wnp9c6LjQ0FKGhoZg1axYmTJiAdevWYcyYMejevTuSk5PRtm1btdfPy8vDtm3bsHnzZnTs2FH1vFwuR58+fbBr1y5ER0fX206ZTAZvb28cP34c/fr1U10jISEBXbt2VXtOt27dIJfLkZOTg759+9b7HkRkeAxARGQ0GRkZmD17Np5//nkkJCTgs88+q9GDU5eQkBBkZGRg8+bNiIiIwI4dO7BlyxbV63fu3MHcuXPx8MMPIygoCNeuXcPx48cxbtw4ANUryO6//37MmDEDzzzzDFxcXJCcnIzY2Fh8/vnn2LBhA5o3b45HH320xjAdAAwfPhxr1qzRKgABwIsvvojFixejbdu2aN++PT777DPcunWr1nWVQkNDMXHiREyePBnLly9Ht27dcPPmTezZswddunTBiBEjtHpfItIfAxARGc3kyZNx584d9OzZE1KpFDNnzsRzzz2n1bkjR47ErFmzMGPGDJSXl2PEiBGYP38+3n77bQDV82zy8vIwefJkZGdnw9PTE2PHjsWiRYsAVM8v2r9/P95880307dsXoigiODgY48ePBwCsXbsWY8aMURtSxo0bhyeeeAK5ublatXXevHnIysrC5MmTIZVK8dxzzyEqKqrOnq5169bhvffewyuvvILr16/D09MT999/Px566CGt3pOIGkYQGzKQTUSkwYABA9C1a1eb2u5CSaFQoEOHDnj00Ufx7rvvmro5RKQGe4CIiBooPT0du3btQv/+/VFeXo7PP/8caWlpePzxx03dNCLSgMvgiYgaSCKRYP369YiIiEDv3r1x9uxZ7N69Gx06dDB104hIAw6BERERkc1hDxARERHZHAYgIiIisjkMQERERGRzGICIiIjI5jAAERERkc1hACIiIiKbwwBERERENocBiIiIiGzO/wM97i/SQIQS0gAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62913.0 62914.0 73 2 Parameter('H', value=16.298110956232282, unit=mag) Parameter('G12', value=0.6322569585525732, unit=, bounds=[0, 1])\n", + "[-0.01486144 0.00014448] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_62913\n", + "plots/phase_curve_6098332225018000_62913.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62915.0 62916.0 75 1 Parameter('H', value=16.298176447749643, unit=mag) Parameter('G12', value=0.6369379586226033, unit=, bounds=[0, 1])\n", + "[-0.00262826] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62915\n", + "plots/phase_curve_6098332225018000_62915.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62918.0 62919.0 76 1 Parameter('H', value=16.298119398914388, unit=mag) Parameter('G12', value=0.6374957207539649, unit=, bounds=[0, 1])\n", + "[-0.00193705] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62918\n", + "plots/phase_curve_6098332225018000_62918.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62924.0 62925.0 77 1 Parameter('H', value=16.298111976661406, unit=mag) Parameter('G12', value=0.6382214269987784, unit=, bounds=[0, 1])\n", + "[0.00034094] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62924\n", + "plots/phase_curve_6098332225018000_62924.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62939.0 62940.0 79 1 Parameter('H', value=16.296359297839764, unit=mag) Parameter('G12', value=0.6225861376104399, unit=, bounds=[0, 1])\n", + "[0.00465249] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62939\n", + "plots/phase_curve_6098332225018000_62939.png\n" + ] + }, + { + "data": { + "image/png": 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V7z04LEZERIbCAEQ6UzdHSK6orLJe1+eWGkREZCgMQFQv0eHemDcs1GDX55YaRERkCAxAVC/13TNMU9xSg4iI9IkBiOpFX3uG1YVbahARkT4ZNQAdOHAAMTExaNGiBQRBwJYtW2ock5KSguHDh0MqlcLR0RERERHIyMio9bp5eXmYNm0avL29YWdnh5CQEOzYscNAd2HZ9NEz42RvrXYitYDq1WDcUoOIiPTJqAGouLgYHTp0wLJly1S+npaWhh49eqBt27aIj4/H2bNnMW/ePNjbq+8NKC8vx8CBA3Ht2jX8+uuvSE1NxcqVK+Hj42Oo27Bo9e2Z8Zba4/PR7QDUXE0mfzw/Joz1gIiISK+MWgdoyJAhGDJkiNrX33//fQwdOhSLFi1SPBcYGFjrNdesWYPc3FwcOXIENjY2AIBWrVrVek5ZWRnKysoUjwsKCjRoPQH13zNs3rAwDG3vjWUAPth6HrnFFYrXvFgHiIiIDMRk5wDJZDJs374dISEhGDx4MDw8PBAZGalymOxhf/zxB6KiojBt2jR4enoiPDwcn376KaqqqtSes3DhQkilUsWPr6+vnu+m8dKkHlBtZKKI2POZ+Hh7ilL4cXW0xbxhDD9ERGQYJhuA7ty5g6KiInz22WeIjo7Grl27MGrUKIwePRr79+9Xe97Vq1fx66+/oqqqCjt27MC8efPw5Zdf4pNPPlF7zrvvvov8/HzFz40bNwxxS41WXfWAavPO7+fwqoq9wu4Xl2PaTyyCSEREhiGIomgSFeYEQcDmzZsxcuRIAMDt27fh4+ODcePG4aefflIcN3z4cDg6OmLDhg0qrxMSEoLS0lKkp6dDIqnesHPJkiVYvHgxMjM1+zItKCiAVCpFfn4+nJ2d63djFqRKJir2DLtXWFbv5fECqofBDs3txzlARERUJ22+v022B8jd3R3W1tYICwtTej40NLTWVWDe3t4ICQlRhB/5OVlZWSgv125fKtKOfM+wER198EL3AHhL7Wtd3eXSpPYpaCyCSEREhmKyAcjW1hYRERFITU1Vev7SpUvw9/dXe1737t1x5coVyGQypXO8vb1ha2trsPaSstrmBskfj+ncUqNrsQgiERHpm1EDUFFREZKSkpCUlAQASE9PR1JSkqKHZ86cOdi0aRNWrlyJK1euYOnSpdi2bRtee+01xTUmTJiAd999V/F46tSpyM3NxYwZM3Dp0iVs374dn376KaZNm9ag90bq5wZ5Se2xfHxnDAjz0ug69wrLuBcYERHplVHnAMXHx6Nv3741np84cSLWrVsHoHpZ+8KFC3Hz5k20adMGCxYswIgRIxTH9unTB61atVIcDwAJCQmYOXMmkpKS4OPjg0mTJmHu3LlKw2K14Rwg/Xp4bpCHU3VRQ4mVgCqZiB6f79VoCb03l8QTEVEdtPn+NplJ0KaEAajhxJ7PxKvrE+s8Tj5stnx8Z4YgIiJSqVFMgqbGrUomIiEtR+MJzvKUvmBbMofDiIio3oxaCZosU+z5TCzYlqz1JqoPrwqLCnQzTOOIiMgiMABRg4o9n4mp6xN12jZDjqvCiIiovjgERg2mSiZiwbbkeoUfoP4bsBIRETEAUYM5np6r9bDXo2ytrRDWghPTiYiofhiAqMHoY+iqvFKG51cfw72iMj20iIiILBUDEDWY+gxdeUvtMTe6DVwdbXH2Zj6eWn4EN3JL9Ng6IiKyJJwETQ2ma4ArvKX2GhU+9HK2w7iufmjl7qhUPHHwY154fvVxXMspwejlR7DuxQg81kLaIO0nIqLGg4UQVWAhRMORrwIDoDIETereCgPCvBSBR5XsglJMXHMcF7MK4WgrwbLnOqNPGw8DtpqIiMwBCyGSyVK3P5i31B4rxnfGvJjHEBXopjb8AICnsz02vRKFqNZuKC6vwqTvT+LHo9cN3XQiImpE2AOkAnuADE/d/mDaKK+U4b3N5/DrqZsAgMk9AvDu0FAAqPe1iYjI/HAvsHpiADIfoihi2b4r+GLXJQBAh5ZSZBWUIrvgf6vEuJEqEZFl4BAYWQxBEDC9XzD+b1wnWFsJOHMzXyn8AEBWfimmrk9E7PlMI7WSiIhMDQMQNQrD2nlD2sRG5WvcSJWIiB7FAESNwvH0XOQUl6t9/eGNVImIiFgHiBoFTatMH75yl5OjiYhItwD0xx9/qHxeEATY29sjKCgIAQEB9WoYkTY0rTK9dF+a4r85OZqIyHLptArMysoKgiDg0VPlzwmCgB49emDLli1o1qyZ3hrbULgKzPxUyUT0+HyvRlWm5eR9P8vHd2YIIiJqBAy+CiwuLg4RERGIi4tDfn4+8vPzERcXh8jISPz55584cOAAcnJyMHv2bJ1ugEhbEisB82PCAPwv2NSFk6OJiCyXTj1A4eHh+O677/DEE08oPX/48GFMmTIFFy5cwO7du/HSSy8hIyNDb41tKOwBMl+x5zOxYFsyMvO123l+w8vdEBXoZqBWERFRQ9Dm+1unOUBpaWkqL+zs7IyrV68CAIKDg3Hv3j1dLk+ks+hwbwwM81JUgr6cXYSl+67UeZ6mk6iJiKhx0GkIrEuXLpgzZw7u3r2reO7u3bt4++23ERERAQC4fPkyfH199dNKIi1IrAREBbphREcfdA9y1+gcTSdRExFR46BTD9Dq1asxYsQItGzZUhFybty4gdatW2Pr1q0AgKKiInzwwQf6aymRDroGuMJbal/r5GhrKwEtXGoPQPrYu4yIiEyHznuByWQy7Nq1C5cuVe/B1KZNGwwcOBBWVuZfW5FzgBqX2POZmLo+EQDUhiBXR1t8M66Tyh4jVfOKuISeiMj0cDPUemIAanzUhZjX+wXhp+MZOH+rAFYC8NagNpjaOxBWf/fuyMPTo78kXEJPRGR6GiQAFRcXY//+/cjIyEB5ufIWBG+88YYulzQZDECNk7phrNKKKszbch6/nLoJABgY5okvn+4AR1tr9Ph8r9oVZQIAL6k9Ds3tx+EwIiITYPAAdPr0aQwdOhQlJSUoLi6Gq6sr7t27BwcHB3h4eChWgpkrBiDLI4oiNp64gflbL6C8SoZWbg6Y2icIc387W+e5XEJPRGQaDF4IcebMmYiJicH9+/fRpEkTHD16FNevX0eXLl3wxRdf6NRoImMSBAHjuvrhl1ej4OPSBNdySvDBlnMancsl9ERE5kenAJSUlIS33noLVlZWkEgkKCsrg6+vLxYtWoT33ntP320kajAdfF2wZVp3tPeRoqJKs85RLqEnIjI/OgUgGxsbxWovDw8PRbVnqVSKGzdu6K91RA0s9nwmhi89hLO38us8VkD1ROquAa6GbxgREemVTnWAOnXqhBMnTiA4OBi9e/fGhx9+iHv37uHHH39EeHi4vttI1CDUrfiqzfyYMLUToFk7iIjIdOkUgD799FMUFhYCAP71r39hwoQJmDp1KoKDg7FmzRq9NpCoIVTJRCzYlqzVTvJTegWoXQLP2kFERKaNdYBU4Cowy5OQloNxK49qfd4KFXWAWDuIiMg4DL4KjKix0XUl17u/n0OV7H9Rp7aeJPlzC7YlK51DREQNT6cAlJOTg2nTpiEsLAzu7u5wdXVV+iEyN7qu5LpfUoEZG0+jokoGADienqu2cCJQHYIy80txPD1Xp/cjIiL90GkO0PPPP48rV65g0qRJ8PT0hCBwYieZN002TVXnz7OZuJX3AN+M66RxTxJrBxERGZdOAejgwYM4dOgQOnTooO/2EBmFxErA/JgwTF2fCAHqN01VxcFWgtMZeRj69UFM7tlao3NYO4iIyLh0GgJr27YtHjx4oO+2EBlVdLg3lo/vDC+pZuFEXgdoxxs90cHXBQWllVgSdwkOtpI6z2HtICIi49JpFdiJEyfwzjvv4MMPP0R4eDhsbGyUXjf3lVNcBWbZHq7fc+1eCb7afQmAcq/Qoyu6yitlWLzzIlYeTFd7Xa4CIyIyLG2+v3UaAnNxcUFBQQH69eun9LwoihAEAVVVVbpclsgkSKwEpc1N23g1rVHTx+uRmj621lZ4f1gYuge5Y/YvZ3GvqKzGdR89h4iIjEenHqCuXbvC2toaM2bMUDkJunfv3nproDGwB4gepa6qs6rn80rK8favZ7Hn4h0AQFsvJ8zoH4xBj3mxEjQRkQFp8/2tUwBycHDA6dOn0aZNG50bacoYgEgTtVV7HvyYF9Yfy8AnfyajrFIGV0dbLH6qPfqHehqxxUREjZvBCyE+/vjj3PSULJq82vOjNX+y8ksxdX0idl7IwvPd/PHn6z0Q6u2M3OJyTPr+JOZtOY8H5RwiJiIyNp16gH755Rd89NFHmDNnDtq1a1djEnT79u311kBjYA8Q1aZKJqLH53vVFjwUUD3f59DcfpBYCSirrMIXO1MVE6SDPJri62c64rEW0gZsNRFR42fwITArq5odR4IgNJpJ0AxAVBtN9w3b8HI3pcnUBy/fxVs/n8GdwjLYSAS8OSAEr/RqDWsJd6QhItIHg68CS09Xv9SXqLHTtdpzz+DmiH2zF979/Sx2XsjG4p2p2J2SjSVPd0SAu2Od11M3EZuIiLSnUwDy9/fX6Lhhw4Zh1apV8Pbmsl9qPDSt4qzqOFdHW6wY3wW/J97CR39cwOmMPAz5+gDeGxqK8ZH+sFITaGqbcM1l9URE2jNo3/uBAwdYMZrMXpVMREJaDrYm3UJCWg66+DeDt9Qe6vpe6qr2LAgCxnRpiZ0ze6F7kBtKK2T4cOsFTFx7HJn5NX9f6ppwHXs+s553SERkeXTqASKyFOp6XoZ38MZ3B9Jr7BsmD0XzY8LqHJ5q4dIEP74UiR+PXsfCv1Jw8PI9DPr3AfxzxGMY2dGnej6dTMSCbckq9yYT/36/BduSMTCMNYaIiLTB2ZdEatTW8/LdgXRM6RVQY98wL6m9VltdWFkJmPhEK+x4oyc6+rqgsLQSMzedwdT1icgpKsPx9Fy1q82A6hCUmV+K4+m5Wt8fEZElYw8QkQqa9Lz8cSYT++f0xanr9+s9Mbl186b49dUorNifhq92X0bshSycuJaL4R1baHS+phOziYioGgMQkQqa9rycun5faal7fVhLrDC9XzD6tPHAWz+fQWp2IdYevqbRuZpOzCYiomocAiNSQdel7voQ7iPFH693x/S+QRr1Jrk52qKjr4vSRO0qmdblvYiILIpBe4Dee+89uLqqXglDZMrqs9RdH+ysJZg9uA0GP+aFV9efxK089UErp7gcj82PxcOZh0vkiYhqp3El6D/++EPjiw4fPlznBpkCVoIm+XYXWfmlKucBPbrdhSGVV8rw5qbT2HEuS+Nz5C3SZkI2EZG5M8hWGI9ufyHf+uLhx3KaboVx4MABLF68GKdOnUJmZiY2b96MkSNHKh2TkpKCuXPnYv/+/aisrERYWBh+++03+Pn5qb3uV199heXLlyMjIwPu7u546qmnsHDhQtjba/avdQYgAv63CgxQvdS9ocPF6Yz7eGrFEVTJNDu+IUMaEZEpMMhu8DKZTPGza9cudOzYEX/99Rfy8vKQl5eHHTt2oHPnzoiNjdW4ocXFxejQoQOWLVum8vW0tDT06NEDbdu2RXx8PM6ePYt58+bVGmR++uknvPPOO5g/fz5SUlKwevVqbNq0Ce+9957G7SICgOhwbywf37neS931pbRCpnH4AbhEnoioNjrNAXrzzTexYsUK9OjRQ/Hc4MGD4eDggClTpiAlJUWj6wwZMgRDhgxR+/r777+PoUOHYtGiRYrnAgMDa73mkSNH0L17dzz77LMAgFatWmHcuHE4duyYRm0ielh0uDcGhnmZxB5cuk645hJ5IqKadFoFlpaWBhcXlxrPS6VSXLt2rZ5NqiaTybB9+3aEhIRg8ODB8PDwQGRkJLZs2VLreU888QROnTqF48ePAwCuXr2KHTt2YOjQoWrPKSsrQ0FBgdIPkZzESkBUoBtGdPRBVKCb0YaTdJ1wzSXyREQ16RSAIiIiMGvWLGRnZyuey87Oxpw5c9C1a1e9NOzOnTsoKirCZ599hujoaOzatQujRo3C6NGjsX//frXnPfvss/jnP/+JHj16wMbGBoGBgejTp0+tQ2ALFy6EVCpV/Pj6+urlHoj0qWuAa617kD2qrj3JiIgsmU4BaM2aNcjMzISfnx+CgoIQFBQEPz8/3Lp1C6tXr9ZLw2Sy6skOI0aMwMyZM9GxY0e88847ePLJJ7FixQq158XHx+PTTz/Ff/7zHyQmJuL333/H9u3b8fHHH6s9591330V+fr7i58aNG3q5ByJ9klgJmDcsTOWqNFVEAB8MC+UEaCIiFXSaAxQUFISzZ88iLi4OFy9eBACEhoZiwIABSqvB6sPd3R3W1tYICwtTej40NBSHDh1Se968efPw/PPPY/LkyQCAdu3aobi4GFOmTMH7779fYzUbANjZ2cHOzk4v7SYylNjzmfh4e7LK16wEQFXtw6X70uDn6oh2LaUGbh0RkXnRuRCiIAgYNGgQevXqBTs7O70FHzlbW1tEREQgNTVV6flLly7B399f7XklJSU1Qo5EIgEAaLjin8jkyJfkq/sb/O+nO+JeURmu55bAr1kTSB1s8a8dKUjJLMDI/xzGpB4BmDkgBE1sJQ3abiIiU6VTAJLJZPjXv/6FFStWIDs7G5cuXULr1q0xb948tGrVCpMmTdLoOkVFRbhy5YricXp6OpKSkuDq6go/Pz/MmTMHY8eORa9evdC3b1/ExsZi27ZtiI+PV5wzYcIE+Pj4YOHChQCAmJgYLFmyBJ06dUJkZCSuXLmCefPmISYmRhGEiMxJbRuzys38OalGJej3hrbFgUv38OfZTHx34Cr+Op+JT0e1Q8/g5gZvMxGRqdNpDtAnn3yCdevWYdGiRbC1tVU8Hx4ejlWrVml8nZMnT6JTp07o1KkTAGDWrFno1KkTPvzwQwDAqFGjsGLFCixatAjt2rXDqlWr8Ntvvyktv8/IyEBmZqbi8QcffIC33noLH3zwAcLCwjBp0iQMHjwY3377rS63SmR0dW3MCtQc/srKL8XcX8/hyfbeWD3xcXhL7XEj9wGeX30cszYlIbe43IAtJiIyfRpXgn5YUFAQvv32W/Tv3x9OTk44c+YMWrdujYsXLyIqKgr37983RFsbDCtBkynZmnQLMzYmaX3ew5WgH1RU4Yudqfg+4RpEEXB1tMW8J0MxsqOP1sPXVTLRJOoiERE9Spvvb52GwG7duoWgoKAaz8tkMlRUVOhySSJSQ9c6Pg9Xgo4KdMNHwx/D8I4t8O5v55CaXYiZm85g8+nb+NfIcPi6Omh0zdjzmViwLVmpR4obrxKROdJpCCwsLAwHDx6s8fyvv/6qGM4iIv3Qtv7Pox6uBN3Zrxn+fKMH3hoUAhuJgAOX7mLAkv34dn8aKuvYZ0M+EfvR4bis/FJMXZ+I2POZas4kIjI9OvUAffjhh5g4cSJu3boFmUyG33//Hampqfjhhx/w559/6ruNRBZNYiVgfkwYpq5PhABoXAdI7tEepD0p2fjpWAYqqqqvVFYpw8K/LuK/x65j2bNdVC6Zr20itojq4bYF25IxMMyLw2FEZBZ06gEaMWIEtm3bht27d8PR0REffvghUlJSsG3bNgwcOFDfbSSyeOo2Zq0ta6iqBK2uFwcAMnIfYPiyQ/jntmQUlVUqvVbXRGxuvEpE5kbnOkA9e/ZEXFycPttCRLVQtTHr/eIyTPvpNADlniF5LpofE6bokdFkOb0oAmsOp2Nr0i2M6uyD/m090TXAVeMNVbnxKhGZC50C0IkTJyCTyRAZGan0/LFjxyCRSPD444/rpXFEpEy+MevDllsJNSYme6mYmKzJcnqgulcpp7gcqw6mY9XBdHg42SEyoJlG7ePGq0RkLnQKQNOmTcPbb79dIwDdunULn3/+OY4dO6aXxhFR3VT1DKlamq5p78yjNYXuFJZh29msOs/jxqtEZE50CkDJycno3Llzjec7deqE5GTVexURkeGo6hl6lKF7Z56J8OMEaCIyGzpNgrazs0N2dnaN5zMzM2FtrfO0IiIyoPoup69LK3fNagkREZkCnQLQoEGD8O677yI/P1/xXF5eHt577z2uAiMyUfLl9AAMEoI4/4eIzIlOAeiLL77AjRs34O/vj759+6Jv374ICAhAVlYWvvzyS323kYj0RN1yeldHm3pdl/N/iMjc6DRe5ePjg7Nnz+K///0vzpw5gyZNmuDFF1/EuHHjYGNTv/+REpFhRYd7o19bT/yYcA3Xc0vg7+qAZyP90e/LeGTll2pdaBEAogLdIBNFSAw2wEZEpF86bYba2HEzVGrM1O3nNbyDN747kA5AdU2hKb0C8MeZTKXzbCSCoqJ0Wy8nfDq6HTr7abZknohI37T5/tYpAP3www+1vj5hwgRtL2lSGICosZJXgn70l762kPPwZqeP7gT/uH8zbD59C5/+lYK8kgoIQvVqsLnRbeDiYKv39nMneiKqjcEDULNmyv/Cq6ioQElJCWxtbeHg4IDcXPMuh88ARI1RlUxEj8/3qi2GKKC6gOL+OX1x6vp9rUJGbnE5Pt2Rgl9P3QQAuDna4r2hoRjd2QeCoJ+Awp3oiagu2nx/6zQJ+v79+0o/RUVFSE1NRY8ePbBhwwadGk1EhqXpfl6nrt9HVKAbRnT0QVSgm0Y9LK6OtvjiHx2waUo3BHs0RU5xOd765Qye+e4oLmcX1rvt3ImeiPRNpwCkSnBwMD777DPMmDFDX5ckIj1qiP28Ilu7YfsbPTE3ui3sbaxwLD0XQ74+iM9jL+JBeZVO16xrJ3qgeif6qkdLWBMR1UJvAQgArK2tcfv2bX1ekoj0RNM6PfWt52NrbYWpfQKxe1ZvDAj1RKVMxPL4NAxYsh+7k2sWUH1UlUxEQloOtibdQkJaDo5ezeFO9ESkdzotg//jjz+UHouiiMzMTCxduhTdu3fXS8OISL/klaDVLXWXzwHSVz2fls0csGri44hLzsZHf1zArbwHmPzDSQwM88RHwx+Dj0uTGueomufj0kSz0hrciZ6ItKFTABo5cqTSY0EQ0Lx5c/Tr14+FEIlMlLwS9NT1iRCgeqn7/Jgwva2qkq/YKimvxCcjw3H0ag5WH0pHXHI2Dl2+h9f7B2Fyj9awta7uiFa3Qi3vQYVG76drzxVXlhFZJtYBUoGrwKgxa4jVVOre4+WeAYi9kK0Yrgps7oiPR4YjMsCt1hVqtZH3XB2a20/r4MKVZUSNi8GXwTd2DEDU2Bmy16OuWkP/ea4THlTI8OmOFNwrKgcAPBHohiNpOVq/l/yay8d31jqw1NVOXa5JRMZlkAA0a9YsjRuwZMkSjY81RQxARLrRtNbQobn9UFRWiS93peLHo9eh6T/DXJrYKA2J6dpbo007ORxGZD60+f7WeA7Q6dOnlR4nJiaisrISbdq0AQBcunQJEokEXbp00aHJRNQYaFpr6Hh6LqIC3fDPEeH4RxdfvPzDSWQV1D389c0znXDpTqFiD7Pno1op5hAZsp1E1PhoHID27dun+O8lS5bAyckJ33//vaIq9P379/Hiiy+iZ8+e+m8lEZkFXWoN3corqTP8CACkDjaY89tZpWNXHUrXqQeoIWoiEZFp06kO0JdffomFCxcqbYnRrFkzfPLJJ1wFRmTBtK01JC9yWBcRQF5JRY2glJVfilfXJ+Kf2y4gIS1H42KIDVUTiYhMl04BqKCgAHfv3q3x/N27d1FYWP+y90RknuS1htTNmhFQPW9HXmuorqEoOXXTcORxZ83haxi38ih6fL5Xo20xtG0nETU+OgWgUaNG4cUXX8Tvv/+Omzdv4ubNm/jtt98wadIkjB49Wt9tJCIzIa81BKBGuFBVa0jTIaaHO3asZFUYcPkY3t+7Ch/sWYmBl49CIqveZkPTvcG0bScRNT46LYMvKSnB7NmzsWbNGlRUVK/IsLa2xqRJk7B48WI4OjrqvaENiavAiOpH0/o6CWk5GLfyqMbXDbqXgZW/f4yA+5m47uIFAPDPy8I1F29MGf0+LjVvpfEKriqZiKV7r2Dt4XS9rCwjIuNrsDpAxcXFSEtLAwAEBgaaffCRYwAiqj9Nag3Jl6PXtj2Hq6MtcorL4fKgADvXTEduE2e8PWQGznkHAwDCs65g8Y6v4FaSj8EvLcV9BykAYMPL3dSu4FK35caL3Vther9g9vwQmSltvr/rtRlqZmYmMjMzERwcDEdHR7CmIhHJSawERAW6YURHH0QFuqkMFZoMRX08IhzeUns8c2YXXB4UYsLT/1SEHwA47xWECU9/DOeyYow7s1PxvLrhNXkBxEfnHuU/qMBXuy8jLjlL+5slIrOjUwDKyclB//79ERISgqFDhyIzs3q8fdKkSXjrrbf02kAiatyiw72xfHxneEmVV1x5Se2xfHxnDG3vjfkxYRiSehg7Q6Jwt2nNicl3mzZDbEgUhqQeVjynagWXfNWZqn+qyZ9bsC1Z49VkRGS+dNoMdebMmbCxsUFGRgZCQ0MVz48dOxazZs3iUngi0kp0uDcGhnmpHTKLDvdGURMRKa7uaq9xx9EV7bKuAFC/gosFEIlITqcAtGvXLuzcuRMtW7ZUej44OBjXr1/XS8OIyLLIh8zUadohHGOvXYX/5EjsTsnG6sPX/veiKOKJjLO46lr9/6RWbg6IS85GWWWVUphiAUQiktMpABUXF8PBwaHG87m5ubCzs6t3o4iIanjlFQhDhiDq8HZETZyIiABXxUTmURf2ITw7Dd/0nQAASLiai4SruYpT5Su7WACRiOR0mgPUs2dP/PDDD4rHgiBAJpNh0aJF6Nu3r94aR0SkMHgw8NJLwIsvAs8+i+i04zgUWoQTKWuxZMe/cWfMOIx4Z7LKUzP/rg90v7icBRCJCICOy+AvXLiAfv36oXPnzti7dy+GDx+OCxcuIDc3F4cPH0ZgYKAh2tpguAyeyETJZMB//gN8/TVwpXq+DwIDgTfeQPmrr6Hb5/uQW1yu9nQPJzt8FBOGaT9Vb+788P/85KFo+fjOrAFEZKYMWgeooqIC0dHRWLhwIeLi4nDmzBkUFRWhc+fOmDZtGry9zf9/HAxARCZOJgP+Xn0Kb2/EJmfjvc3nkFtcUft5AMZF+OKJIDd8uuNijUKN84aFopmjXa21i4jIdBm8EGLz5s1x5MgRBAcH132wGWIAIjIf8ro+2vyPLMDdEfOeDEMTG4ki7NwvLsfH2+uuXk1EpsvghRDHjx+P1atX69Q4IiJ9qa2ujzrSJjZIv1eMl9adwOpD6ejk2wz5D8ox7aeaxRFr21usSiYiIS0HW5NuabUTPRGZBp1WgVVWVmLNmjXYvXs3unTpUmMLjCVLluilcUREtdF0N3kAij3C/prRE0v3XsG6I9ewOyUbBy7fha1EUFscUUB1ccSBYV6K4TBN9zojItOlUwA6f/48OnfuDAC4dOmS0muCwPFyImoY2tbrmR8TBhcHW3zwZBie6eqLj/5IxqEr91Beqf6cR4sjqhtyk/cWcRI1kXnQKQDt27dP3+0gItKapvV63Bxt8a9R4UrBJMjDCT9O6oqP/0zGmoeLKqpxp7C0zq00VPUWEZFpqtdmqERExtQ1wLXWuj4A4Opog4R3+6vslREEAQPDvDR6Lw8ne6220iAi08YARERmq67d5AUAn45qB1tr9f+r0yREeTnboWuAK7fSIGpEGICIyKzVtZt8XfNxagtRcjYSK5y6fp9baRA1IjrVAWrsWAeIyPxUyUS1u8lrQtXKLmd7a1TKRJSUVwEAnmzvjePpubhbWKZyHpB8pdmhuf04B4jICAxeCLGxYwAiskyqQlT+gwp8sSsVG45nQBQBW4kVyqtkNc7lVhpExscAVE8MQET0qPO38rFg2wWcuHYfACARgKqH/u/JOkBExqfN97dOy+CJiCxNuI8UP78ShT/PZmLhjhTc/nuoLMijKSb3CMA/HvflsBeRGWEPkArsASKi2jwor8Ly/Wn4dn8ayiplsBKAZyP98NbANmjmaGvs5hFZLA6B1RMDEBFp4ub9EizccRHbz1XvFSZtYoOZA4Ixvps/rCVcZEvU0BiA6okBiIi0kZCWgwXbLuBiViEAIMSzKeY9GYaewc2N3DIiy8IAVE8MQESWTZcl9ZVVMmw4cQNLdqXifkkFAGBAqCc+GBaKVu6OtZ5LRPrBAFRPDEBElqu+O73nl1Tgqz2X8GPCdVTKRNhIBLzUPQDT+wXByd7GkE0nsngMQPXEAERkmdTt9K5LjZ8rdwrxzz9TcODSXQCAe1NbzBncBk914WoxIkPR5vvb6LP0Dhw4gJiYGLRo0QKCIGDLli1KrwuCoPJn8eLFtV532bJlaNWqFezt7REZGYnjx48b8C6IyNzVtdM7UL3Te5VMs38zBnk44fsXI7DmhcfR2t0R94rKMfe3cxix7BBOXONmqUTGZvQAVFxcjA4dOmDZsmUqX8/MzFT6WbNmDQRBwJgxY9Rec9OmTZg1axbmz5+PxMREdOjQAYMHD8adO3cMdRtEZOYMsdO7IAjo19YTsW/2wgfDQuFkb43ztwrwjxUJmPZTIm7eL9FDy4lIFyY1BCYIAjZv3oyRI0eqPWbkyJEoLCzEnj171B4TGRmJiIgILF26FAAgk8ng6+uL119/He+8806d7eAQGJHl2Zp0CzM2JtV53NfPdMSIjj46vUdOURm+jLuk2FbDztoKU3q1xqu9A+Fox7q0RPVlVkNg2sjOzsb27dsxadIktceUl5fj1KlTGDBggOI5KysrDBgwAAkJCSrPKSsrQ0FBgdIPEVmWhtjp3a2pHT4d1Q7bX++Jbq1dUVYpwzd7r6DvF/H49dRNyDQcXiOi+jOrAPT999/DyckJo0ePVnvMvXv3UFVVBU9PT6XnPT09kZWVpfKchQsXQiqVKn58fX312m4iMn1dA1zhLbWHuunJAqpXg3UNcK33e4W1cMaGl7thxfgu8HN1wJ3CMsz+5QxG/ucwTnJ+EFGDMKsAtGbNGjz33HOwt9f9X2CqvPvuu8jPz1f83LhxQ6/XJyLTJ7ESMD8mDABqhCD54/kxYXpbwSUIAqLDvRA3qxfeGdIWTe2scfZmPp5akYDXN5zGrbwHenkfIlLNbALQwYMHkZqaismTJ9d6nLu7OyQSCbKzs5Wez87OhpeXl8pz7Ozs4OzsrPRDRJYnOtwby8d3hpdU+R9ZXlJ7rZbAa8POWoJXewdi3+w+eCbCF4IAbDtzG/2+iMeXu1JRXFap9/ckIjPaDX716tXo0qULOnToUOtxtra26NKlC/bs2aOYTC2TybBnzx5Mnz69AVpKROYsOtwbA8O8tK4EXV/Nnezw2Zj2GN/NH//8MxnH03Pxzd4r2HTiBuYMboMxnVvCivWDiPTG6D1ARUVFSEpKQlJSEgAgPT0dSUlJyMjIUBxTUFCAX375RW3vT//+/RUrvgBg1qxZWLlyJb7//nukpKRg6tSpKC4uxosvvmjQeyGixkFiJSAq0A0jOvogKtCtQQsXhvtIsWlKNyx/rjN8XZvgTmEZ5vx6FiOWHdZqCT4R1c7oPUAnT55E3759FY9nzZoFAJg4cSLWrVsHANi4cSNEUcS4ceNUXiMtLQ337t1TPB47dizu3r2LDz/8EFlZWejYsSNiY2NrTIwmIjJFgiBgSDtv9Av1wLrD1/DN3is4dysfT3+bgKHtvPDukFD4ujoYu5lEZs2k6gCZCtYBIiJTcq+oDEviLmHj8QzIRMBWYoWXegRgWt9A7i9G9BDuBVZPDEBEZIouZhXg4z+TcfhKDoDq/cXeGtQGTz/O/cWIAAagemMAIiJTJYoi9qTcwac7UnD1XjEAoK2XEz4YFoYewe5Gbh2RcTEA1RMDEBGZuvJKGX48eh1f776EgtLqpfL923rgvWGhCGze1MitIzIOBqB6YgAiInNxv7gcX++5jPVHr6NSJsLaSsD4bv6Y3i8Il7OLGnQpP5GxMQDVEwMQEZmbtLtFWLgjBbtT7gAABAF4+P/u3lJ7zI8JM0gxRyJT0Wg3QyUiMjdVMhEJaTnYmnQLCWk5qDLQhqeBzZti1cQIvNk/CIBy+AGAzPxSTF2fiNjzmQZ5fyJzY/Q6QEREjVXs+Uws2JaMzPxSxXOG7ImpkonYdPKm2tdFAAu2JWNgmBeHw8jisQeIiMgAYs9nYur6RKXwAwBZBuyJOZ6eW+P9HpWZX4rY81l6f28ic8MARESkZ1UyEQu2JUPVYJf8uQXbkvU+HHansPbwIzdzUxKWxF3iRqtk0RiAiIhUqM/cnbp6YkRU98Toe28vDyf7ug8CUF4lw//tuYy+X8Tj55M3DDYvyRw11JwtMj7OASIiekR95+5o2hOj6XGa6hrgCm+pPbLyS1X2PgkAPJ3tMO/JMHwem4qM3BK8/etZrD18DR8MC0X3IMsupNjQc7bIuNgDRET0EH3M3dG0J0bT4zQlsRIwPyYMQHXYeZj88UfDH8Ow9i0QN6sX3h8aCid7a6RkFuC5Vccwad0JXLlTqNc26ZMhe2eMMWeLjIt1gFRgHSAiy1QlE9Hj871qh68EAF5Sexya26/WVVTy69TWE6PJdXSlTU9GbnE5/u+hQooSKwHjuvrizQEhcG9qp/e26cqQvTP6+tzJ+FgIsZ4YgIgsU0JaDsatPFrncRte7oaoQLdaj5H3KABQCkHyr8/l4zsbdFilSibieHquxpWg0+4W4bO/LiIuORsA0NTOGlP7BGJSjwDY20gM1k5NyP8sH/2y0tefpT4/dzIuFkIkItKBPufuRId7Y/n4zvCSKg9zeUntDR5+gOrhsKhAN4zo6IOoQLca4efR4aRWbo5YOeFxbJzSDe18pCgqq8Tinano90U8Np++CZmRJgM3xIo6Y83ZIuPiJGgior/pe+5OdLg3BoZ5adUT0xDqGk7aOq07/jhzG4tiL+J2filmbjqDNYeu4f1hoejWumF7QLRZUadr74yx5myRcbEHiIjob/JVVOriiYDqoNA1wFXja9bVE9PQNJnsa2UlYGQnH+yd3QdzBrdBUztrnLuVj2e+O4qXfziJtLtFDdbehuidMcTnTqaPAYiI6G+arKKaHxNm9BCjK22Hk+xtJJjWNwjxc/pgfDc/SKwExCVnY9C/D2DelvO4V1Rm8DY3RO9MY//cSTUGICKihxh77o4h6Vqg0b2pHT4Z2Q473+yJAaEeqJKJ+PHodfRZHI9l+66gtKLKYG1uqN6Zxvy5k2pcBaYCV4ERkbarqMzB1qRbmLExqc7jvn6mI0Z09FH7ekJaDj7dkYJzt/IBVAeQ2YPaYFQnH1ipmGyt7s9R0z9jQ6+oe7gd7o52gADcKyprNJ+7JeEy+HpiACKixkify71lMhF/nLmNxTtTcSvvAQAgzNsZ7z9UUbq2ydYAtKrrY6g6QKz+3LgwANUTAxARNUaGKNBYWlGFdUeuYdneKyj8e3PVPm2ao2ewOz75M0Vl7R51Xzp19ejUp1dO1blxyVkGrS9EDY8BqJ4YgIiosTLUcNKjFaV1ZYiqy6p6ebyc7VBaKUNeSUWDtYMMj4UQiYhIJUNN9nV1tMVHwx9D3Kze9ZqQrG4itq7ULvsvKFMbfgzRDjI9LIRIRGRhDFmgMcDdEc9F+tU7OOij6nJty/4bsh1kmhiAiIgskLxAoyFcu1dc72vUp66PfL7P4Sv3al32b+h2kGljACIiIr2JPZ+Jf+++rPP58rk3ug6jqZrvY4x2kOljACIiIr2QDznpqr5Vl9XtGt/Q7SDzwEnQRESkF3VVmpZ7uUcAugfVHH5r7mSn80Rsfcz3kWP1Z8vAHiAiItILTScMh7eU4v0nw5CSWYD3N59DYkYeAKCorBIXswrRM7g5HO20+3rSNHypMyjMEyGeTRHV2h3d/p4blZCW06gqgZMyBiAiItILd0c7jY6TTywO9XbG7691x9GrOVi4IwVnbubjq92Xsf5oBt4cEIyxEb6wkWg2UFHf1Vq7krOxKzkbvyXewvAO3vjjTCarQzdyHAIjIqJ6iz2fibd+OVPrMeo2Lu3W2g1bpnXH0mc7wd/NAfeKyvDBlvMY/NUBxJ7PhCb1evW1WiszvxTfHkivWTcovxRT1yci9nymXt6HjI8BiIiI6kU++TirQH0vTF0TiwVBwJPtWyBuZm98FBMGV0dbXL1bjFfXJ2LM8iM4ca32ukJ17RpfX/IItmBbMqrqUemaTAcDEBER6UzTyceezppNcLa1tsIL3QOwf04fvN4vCE1sJEjMyMM/ViRg8vcncDm7UO25z0T46WUStDqsDt24cA4QERHpTNPJx18+3VGxS7wmnOxt8NagNni+mz++2nMZm07cwO6UO9h78Q6e6tISMweGwFvaBID+av9oitWhGwcGICIi0pmmYeBeUZlO1/dwtseno9rhpe4BWLzzInZeyMbPJ29ia9JtvNQjAMEejnjr57MG7fmp0SZWh24UGICIiEhnmoaB+oaGII+m+Pb5x3Hq+n189lcKTly7j+XxaRAE6BR+XB1tcL+4QutzXRxsWB26keAcICIi0lldk4/VrfzSVRf/Zvj5lSismvA4fFyaQIMFYirb88mIcMVjbbz4RADrATUSDEBERKQziZWA+TFhAGqGCUNtKSEIAgaEeWL2oBDtznuoPUPbt8Dy8Z3hJdW8Z8rFwQbT+wVp9Z5kujgERkRE9RId7o3l4zvXmIjsZeDigV5/T4LW/Hjl9kSHe2NgmBeOp+fiTmEprt0rrnUj189Gt2PvTyPCAERERPX2aJhoiO0j5MNvWfmlaufy2EgEzBwYgk6+zVS2R2IlIOrvrS9iz2fCxcEGeSUVSse4ONjgs9HtWAW6keEQGBER6YU8TIzo6IOoQDeD95bUNvwmV1El4oudqfgt8WathRrlxRwfDT8AkK/iOTJ/DEBERGS25MNvj87l8Zba46OYMEQ/5gWZCPx66ib6Lo7Hx38mI7e4XOlYTYo5sgJ04yOImmyyYmEKCgoglUqRn58PZ2dnYzeHiIjqUCUT1Q6/nc64j89jL+Lo1eoKzk3trDGlV2tM6hEARztrJKTlYNzKo3W+x4aXuymGy8g0afP9zTlARERk9h6ey/OoTn7NsOHlbjhw+R4WxV7EhdsFWBJ3CT8kXMPr/YLR1E6i0XuwAnTjwgBERESNniAI6B3SHD2D3LH9XCa+3JWKazklmP/HBXg42Wl0DU2KOdbWE0WmhQGIiIgshpWVgJgOLRAd7oVNJ27g6z2Xcaew9m06BFQvoa+rmKOqPcm8DVwKgHTHSdBERGRxbCRWGN/NH/vn9MGcwW3QxEb1MJimxRzlq8ge3ZA1K78UU9cnIvZ8pr6aTnrCAERERI1alUxEQloOtibdQkJajtJqLgdba7zaOxD/90wntPOpOWnWraktlo/vXGsPTm2ryOTPcRWZ6eEQGBERNVp1DUupet3O2grllTKIAO4VlWP7uSy09XJGK3dHle9xPD23Rs/Pw0QAmfmlOJ6ey1VkJoQBiIiIGo2HJyFfu1eCr3ZfqtEzIx+WmtIrAN8dSK/xujz8RLRqhhPX7mPbmdvYcS4TYyN88Ua/4Bo1hzRdHcZVZKaFAYiIiBoFVb05qoiontuz8mDN8PPw6zfvP8C26T2wJC4V+1Lv4qdjGfjt1E288EQrvNo7EM0cbQFotjpMm+OoYXAOEBERmYTa5urURd0kZHVEALVdXj5sVVRWibUvdsXPr0Thcf9mKKuU4dsDV9Fz0T58vfsyisoqFXuSqZsiLaB62K2uVWTUsFgJWgVWgiYialj1WUJeJRPR4/O9GocfbXz9TEeM6OgDABBFEfGpd7FoZypSMgsAAK6OtnitTyA8ne3wxoak6uMeOl8eiuqaSE36oc33N3uAiIjIqOq7hLyuScj18fCwlSAI6NvWA9tf74FvxnVCgLsjcovL8cn2FHy64yKejfSDp7NyUUUvqT3Dj4niHCAiIjKaupaQC6heQj4wzEttHR5DTC6urfihvJjikHAv/JZ4E1/tvozM/FL891gGWrk54PV+QWjd3BFezk1YCdqEGb0H6MCBA4iJiUGLFi0gCAK2bNmi9LogCCp/Fi9erPaaCxcuREREBJycnODh4YGRI0ciNTXVwHdCRETa0mYJuTqGmlxcV/FDa4kVxkb4Yd/sPpj3ZBhcHW1xLacE3+y9gm/3X0VRWSWYfUyX0QNQcXExOnTogGXLlql8PTMzU+lnzZo1EAQBY8aMUXvN/fv3Y9q0aTh69Cji4uJQUVGBQYMGobi42FC3QUREOtDHEvK6JiHr4s0BIRoPW9nbSDCpRwAOvN0XswaGwMnOGhezCvHyDycx6j9HcPjKPT22jPTF6ENgQ4YMwZAhQ9S+7uXlpfR469at6Nu3L1q3bq32nNjYWKXH69atg4eHB06dOoVevXrVr8FERKQ3+lhCLrESMD8mDFPXJ0JAzUnIIoCZA4LRyt0Rl7MLsXRfWp3v18rdQaN2PaypnTXe6B+MCVH++PbAVaw7fA1JN/Lw3KpjiGrthtmD26CLfzOtr0uGYfQeIG1kZ2dj+/btmDRpklbn5efnAwBcXVUvQSwrK0NBQYHSDxERGZ6+lpBHh3tj+fjONYoUekntsWJ8Z8wYEIIRHX3QPai5Ru2qz7Cai4Mt5ka3xf63++CFJ1rBVmKFhKs5GLP8CCatO4ELt/N1vjbpj9F7gLTx/fffw8nJCaNHj9b4HJlMhjfffBPdu3dHeHi4ymMWLlyIBQsW6KuZRESkobp6b4C65+LIRYd7Y2CYl6IStIeTfY1JyPLAlZVfqnLitaY7v9fm4WrUgx/zwqQeAVi69wp+TbyJPRfvYM/FOxjW3hszB4QgyKOpzu9D9WNSdYAEQcDmzZsxcuRIla+3bdsWAwcOxDfffKPxNadOnYq//voLhw4dQsuWLVUeU1ZWhrKyMsXjgoIC+Pr6sg4QEVEDqU8dIF3ea+r6RAD6r9lT232EeDrhq92X8ceZ2wAAKwEY1aklZvQPhp+b9kNuVJM2dYDMJgAdPHgQvXr1QlJSEjp06KDR9aZPn46tW7fiwIEDCAgI0LgdLIRIRNTwHu45UdV7o0+GCFzyYPXol+qjwSolswBL4i4hLjkbAGBtJeDpCF+83i8I3tImOr03VWuUAeiFF17A+fPncfLkyTqvI4oiXn/9dWzevBnx8fEIDg7Wqh0MQEREjZ8+A1dd1ajlQ2uH5vZTvEfSjTwsibuEA5fuAgBsra3wXKQfXusThOZOdiqvQ7Uzq0rQRUVFSEpKQlJSEgAgPT0dSUlJyMjIUBxTUFCAX375BZMnT1Z5jf79+2Pp0qWKx9OmTcP69evx008/wcnJCVlZWcjKysKDBw8Mei9ERKSb+uwDpiuJlYCoQDeM6OiDqEC3evU26VLPqKOvC354qXqfsa4BriivlGHt4WvotWgfPvvrIu4Xl+vcHqqb0SdBnzx5En379lU8njVrFgBg4sSJWLduHQBg48aNEEUR48aNU3mNtLQ03Lv3vzoLy5cvBwD06dNH6bi1a9fihRde0F/jiYio3hpy/o+h1KeeUdcAV2ya0g2Hr+Rg8a5UnLmRhxX707D+6HVM6hGAST0D4Gxvo+8mWzyTGgIzFRwCIyJqGJrOmzF1CWk5GLfyaJ3HbXi5G6IC3dS+Looi9l68gy92XVJsuCptYoMpvVrjhSdawdHO6P0WJs2shsCIiMgy1bUPGFC9D1hDDIfVl77qGQmCgP6hntj+eg8se7YzgjyaIv9BBRbvTEXPRfvw3YE0PCiv0nv7LREDEBERGYU+9gEzFfJ6RgBqhCBt6xkB1RuuDmvvjZ1v9sJXYzuilZsDcovL8emOi+i1eB/WHk5HaQWDUH0wABERkVHoYx8wU1JbNWpdh/IkVgJGdvLB7lm9seip9mjZrAnuFpZhwbZk9P0iHuuPXkd5pUxft2BROAdIBc4BIiIyPH3NmzE1hqxnVF4pwy+nbmDp3iuK3jMflyZ4o38QRnduCRuJZfdrmG0dIFPBAEREZHjy2jl1bUvxcO0cfb9/QxVe1LfSiipsPJ6BZfFpuFtYvZOBn6sD3ugfjJEdW8DaQoMQA1A9MQARETUMQ25LUdf7mvvSewB4UF6F/x67juXxacj5u25QgLsjZvQPRkyHFmYT6PSFAaieGICIiBpOQ4eRxrL0/mEl5ZX4IeE6vt2fhvslFQCAwOaOeHNACIa184aVhQQhBqB6YgAiImpYDTUcpcuWFeakqKwS3x+5hu8OXEX+g+og1MbTCTMGBCP6Ma9GH4QYgOqJAYiIqHFqrBOvH1VQWoG1h65h1aGrKCytBAC09XLCmwOCMSis8QYhFkIkIiJSobEtvVfH2d4GMwYE49DcfnijXxCa2lnjYlYhXl2fiCe/OYSdF7Jg6f0fDEBERGQxPJzs6z5Ii+NMnbSJDWYNaoNDc/tiet8gONpKkJxZgFd+PIUnvzmEuORsiw1CDEBERGQx9LVlhblxcbDF7MFtcGhuP0zrGwhHWwku3C7Ayz+cRMzSQ9htgUGIAYiIiCyGvresMDfNHG0xZ3BbHJzbD1P7BMLBVoLztwow+YeTGLHsMPZetJwgxEnQKnASNBFR49ZY6gDVV05RGb47eBU/HLmOB3/vLda+pRQz+gejX1sPCIJ5BUGuAqsnBiAiosbPnCtB69u9ojKsfCQItfOR4s0B5hWEGIDqiQGIiIgskaoeIXMKQgxA9cQAREREliynqAwrD6bjh4RrKCn/XxCa0T8Y/UNNNwgxANUTAxAREZHqIBTu44w3+gVjYJinyQUhBqB6YgAiIiL6n9zicqw8eBXfH/lfEAr1dsaM/kEmVVmaAaieGICIiIhqyi0ux6q/g1Dx30GorZcT3uhvGnuNMQDVEwMQERGRenkl5Vh9KB3rDl9DYVn1XmMhnk3xer9gDG3nbbTVdAxA9cQAREREVLf8kgqsPpyOtYfTFZuuBnk0xev9gvBk+xYNHoQYgOqJAYiIiEhz+Q8qsO7wNaw+dBUFfweh1u6OmNY3CCM6toC1pGE2nmAAqicGICIiIu0VlFbg+8PXsPpwOvJKKgAAfq4OmNY3EKM6tYSttWGDEANQPTEAERER6a6orBI/JlzHqoNXkVNcDgDwcWmCqX0C8Y/HW8LOWmKQ92UAqicGICIiovorKa/ET8cysGL/VdwrKgMAeDnbY2qfQIyN8IW9jX6DEANQPTEAERER6U9pRRU2Hs/A8v1pyC6oDkLNneyw442eaO5kp7f30eb721pv70pERESkgr2NBC90D8AzXf3wy6mbWBGfBl/XJnoNP9piACIiIqIGYW8jwfPd/DH2cV/k/j03yFgaZl0aERER0d9sra3gJbU3ahsYgIiIiMjiMAARERGRxWEAIiIiIovDAEREREQWhwGIiIiILA4DEBEREVkcBiAiIiKyOAxAREREZHEYgIiIiMjiMAARERGRxWEAIiIiIovDAEREREQWhwGIiIiILI61sRtgikRRBAAUFBQYuSVERESkKfn3tvx7vDYMQCoUFhYCAHx9fY3cEiIiItJWYWEhpFJprccIoiYxycLIZDLcvn0bTk5OEARBr9cuKCiAr68vbty4AWdnZ71e2xQ05vtrzPcG8P7MWWO+N4D3Z84a+t5EUURhYSFatGgBK6vaZ/mwB0gFKysrtGzZ0qDv4ezs3Oj+oj+sMd9fY743gPdnzhrzvQG8P3PWkPdWV8+PHCdBExERkcVhACIiIiKLwwDUwOzs7DB//nzY2dkZuykG0ZjvrzHfG8D7M2eN+d4A3p85M+V74yRoIiIisjjsASIiIiKLwwBEREREFocBiIiIiCwOAxARERFZHAYgA1i2bBlatWoFe3t7REZG4vjx47Ue/8svv6Bt27awt7dHu3btsGPHjgZqqXYWLlyIiIgIODk5wcPDAyNHjkRqamqt56xbtw6CICj92NvbN1CLNffRRx/VaGfbtm1rPcdcPjcAaNWqVY37EwQB06ZNU3m8qX9uBw4cQExMDFq0aAFBELBlyxal10VRxIcffghvb280adIEAwYMwOXLl+u8rra/u4ZQ271VVFRg7ty5aNeuHRwdHdGiRQtMmDABt2/frvWauvz9NpS6PrsXXnihRlujo6PrvK4pfHZA3fen6vdQEAQsXrxY7TVN5fPT5DugtLQU06ZNg5ubG5o2bYoxY8YgOzu71uvq+vtaXwxAerZp0ybMmjUL8+fPR2JiIjp06IDBgwfjzp07Ko8/cuQIxo0bh0mTJuH06dMYOXIkRo4cifPnzzdwy+u2f/9+TJs2DUePHkVcXBwqKiowaNAgFBcX13qes7MzMjMzFT/Xr19voBZr57HHHlNq56FDh9Qea06fGwCcOHFC6d7i4uIAAP/4xz/UnmPKn1txcTE6dOiAZcuWqXx90aJF+L//+z+sWLECx44dg6OjIwYPHozS0lK119T2d9dQaru3kpISJCYmYt68eUhMTMTvv/+O1NRUDB8+vM7ravP325Dq+uwAIDo6WqmtGzZsqPWapvLZAXXf38P3lZmZiTVr1kAQBIwZM6bW65rC56fJd8DMmTOxbds2/PLLL9i/fz9u376N0aNH13pdXX5f9UIkveratas4bdo0xeOqqiqxRYsW4sKFC1Ue//TTT4vDhg1Tei4yMlJ85ZVXDNpOfbhz544IQNy/f7/aY9auXStKpdKGa5SO5s+fL3bo0EHj4835cxNFUZwxY4YYGBgoymQyla+by+cmiqIIQNy8ebPisUwmE728vMTFixcrnsvLyxPt7OzEDRs2qL2Otr+7DeHRe1Pl+PHjIgDx+vXrao/R9u93Q1F1fxMnThRHjBih1XVM8bMTRc0+vxEjRoj9+vWr9RhT/fwe/Q7Iy8sTbWxsxF9++UVxTEpKighATEhIUHkNXX9f9YE9QHpUXl6OU6dOYcCAAYrnrKysMGDAACQkJKg8JyEhQel4ABg8eLDa401Jfn4+AMDV1bXW44qKiuDv7w9fX1+MGDECFy5caIjmae3y5cto0aIFWrdujeeeew4ZGRlqjzXnz628vBzr16/HSy+9VOtmv+byuT0qPT0dWVlZSp+PVCpFZGSk2s9Hl99dU5Gfnw9BEODi4lLrcdr8/Ta2+Ph4eHh4oE2bNpg6dSpycnLUHmvOn112dja2b9+OSZMm1XmsKX5+j34HnDp1ChUVFUqfRdu2beHn56f2s9Dl91VfGID06N69e6iqqoKnp6fS856ensjKylJ5TlZWllbHmwqZTIY333wT3bt3R3h4uNrj2rRpgzVr1mDr1q1Yv349ZDIZnnjiCdy8ebMBW1u3yMhIrFu3DrGxsVi+fDnS09PRs2dPFBYWqjzeXD83ANiyZQvy8vLwwgsvqD3GXD43VeSfgTafjy6/u6agtLQUc+fOxbhx42rdaFLbv9/GFB0djR9++AF79uzB559/jv3792PIkCGoqqpSeby5fnYA8P3338PJyanOISJT/PxUfQdkZWXB1ta2Rhiv6ztQfoym5+gLd4MnnUybNg3nz5+vcxw6KioKUVFRisdPPPEEQkND8e233+Ljjz82dDM1NmTIEMV/t2/fHpGRkfD398fPP/+s0b/OzMnq1asxZMgQtGjRQu0x5vK5WbKKigo8/fTTEEURy5cvr/VYc/r7/cwzzyj+u127dmjfvj0CAwMRHx+P/v37G7Fl+rdmzRo899xzdS4wMMXPT9PvAFPGHiA9cnd3h0QiqTHjPTs7G15eXirP8fLy0up4UzB9+nT8+eef2LdvH1q2bKnVuTY2NujUqROuXLlioNbph4uLC0JCQtS20xw/NwC4fv06du/ejcmTJ2t1nrl8bgAUn4E2n48uv7vGJA8/169fR1xcXK29P6rU9ffblLRu3Rru7u5q22pun53cwYMHkZqaqvXvImD8z0/dd4CXlxfKy8uRl5endHxd34HyYzQ9R18YgPTI1tYWXbp0wZ49exTPyWQy7NmzR+lf0w+LiopSOh4A4uLi1B5vTKIoYvr06di8eTP27t2LgIAAra9RVVWFc+fOwdvb2wAt1J+ioiKkpaWpbac5fW4PW7t2LTw8PDBs2DCtzjOXzw0AAgIC4OXlpfT5FBQU4NixY2o/H11+d41FHn4uX76M3bt3w83NTetr1PX325TcvHkTOTk5attqTp/dw1avXo0uXbqgQ4cOWp9rrM+vru+ALl26wMbGRumzSE1NRUZGhtrPQpffV70x6BRrC7Rx40bRzs5OXLdunZicnCxOmTJFdHFxEbOyskRRFMXnn39efOeddxTHHz58WLS2tha/+OILMSUlRZw/f75oY2Mjnjt3zli3oNbUqVNFqVQqxsfHi5mZmYqfkpISxTGP3t+CBQvEnTt3imlpaeKpU6fEZ555RrS3txcvXLhgjFtQ66233hLj4+PF9PR08fDhw+KAAQNEd3d38c6dO6IomvfnJldVVSX6+fmJc+fOrfGauX1uhYWF4unTp8XTp0+LAMQlS5aIp0+fVqyE+uyzz0QXFxdx69at4tmzZ8URI0aIAQEB4oMHDxTX6Nevn/jNN98oHtf1u2sK91ZeXi4OHz5cbNmypZiUlKT0e1hWVqb23ur6+20q91dYWCjOnj1bTEhIENPT08Xdu3eLnTt3FoODg8XS0lK192cqn11d9yeXn58vOjg4iMuXL1d5DVP9/DT5Dnj11VdFPz8/ce/eveLJkyfFqKgoMSoqSuk6bdq0EX///XfFY01+Xw2BAcgAvvnmG9HPz0+0tbUVu3btKh49elTxWu/evcWJEycqHf/zzz+LISEhoq2trfjYY4+J27dvb+AWawaAyp+1a9cqjnn0/t58803Fn4Wnp6c4dOhQMTExseEbX4exY8eK3t7eoq2trejj4yOOHTtWvHLliuJ1c/7c5Hbu3CkCEFNTU2u8Zm6f2759+1T+XZTfg0wmE+fNmyd6enqKdnZ2Yv/+/Wvct7+/vzh//nyl52r73W0otd1benq62t/Dffv2Ka7x6L3V9fe7IdV2fyUlJeKgQYPE5s2bizY2NqK/v7/48ssv1wgypvrZiWLdfzdFURS//fZbsUmTJmJeXp7Ka5jq56fJd8CDBw/E1157TWzWrJno4OAgjho1SszMzKxxnYfP0eT31RCEvxtDREREZDE4B4iIiIgsDgMQERERWRwGICIiIrI4DEBERERkcRiAiIiIyOIwABEREZHFYQAiIiIii8MARERERBaHAYiIjKJVq1b46quvjN2MBtOnTx+8+eabxm4GEf2NAYiILN6GDRsgkUgwbdo0YzeFiBoIAxARWbzVq1fj7bffxoYNG1BaWmrs5hBRA2AAIiKD6NOnD6ZPn47p06dDKpXC3d0d8+bNw8PbD5aUlOCll16Ck5MT/Pz88N133yldY+7cuQgJCYGDgwNat26NefPmoaKiQvH6mTNn0LdvXzg5OcHZ2RldunTByZMnFa8fOnQIPXv2RJMmTeDr64s33ngDxcXFSu+Rnp6OI0eO4J133kFISAh+//13pdfXrVsHFxcX7Ny5E6GhoWjatCmio6ORmZmpOKayshJvvPEGXFxc4Obmhrlz52LixIkYOXKk2j+fsrIyzJ49Gz4+PnB0dERkZCTi4+O1+SMmonpgACIig/n+++9hbW2N48eP4+uvv8aSJUuwatUqxetffvklHn/8cZw+fRqvvfYapk6ditTUVMXrTk5OWLduHZKTk/H1119j5cqV+Pe//614/bnnnkPLli1x4sQJnDp1Cu+88w5sbGwAAGlpaYiOjsaYMWNw9uxZbNq0CYcOHcL06dOV2rh27VoMGzYMUqkU48ePx+rVq2vcR0lJCb744gv8+OOPOHDgADIyMjB79mzF659//jn++9//Yu3atTh8+DAKCgqwZcuWWv9spk+fjoSEBGzcuBFnz57FP/7xD0RHR+Py5cta/RkTkY4Mvt88EVmk3r17i6GhoaJMJlM8N3fuXDE0NFQURVH09/cXx48fr3hNJpOJHh4e4vLly9Vec/HixWKXLl0Uj52cnMR169apPHbSpEnilClTlJ47ePCgaGVlJT548EAURVGsqqoSfX19xS1btoiiKIp3794VbW1txatXryrOWbt2rQhAvHLliuK5ZcuWiZ6enorHnp6e4uLFixWPKysrRT8/P3HEiBFKfx4zZswQRVEUr1+/LkokEvHWrVtK7evfv7/47rvvqr1/ItIf9gARkcF069YNgiAoHkdFReHy5cuoqqoCALRv317xmiAI8PLywp07dxTPbdq0Cd27d4eXlxeaNm2KDz74ABkZGYrXZ82ahcmTJ2PAgAH47LPPkJaWpnjtzJkzWLduHZo2bar4GTx4MGQyGdLT0wEAcXFxKC4uxtChQwEA7u7uGDhwINasWaN0Hw4ODggMDFQ89vb2VrQzPz8f2dnZ6Nq1q+J1iUSCLl26qP1zOXfuHKqqqhASEqLUvv379yvdAxEZjrWxG0BElks+XCUnCAJkMhkAICEhAc899xwWLFiAwYMHQyqVYuPGjfjyyy8Vx3/00Ud49tlnsX37dvz111+YP38+Nm7ciFGjRqGoqAivvPIK3njjjRrv6+fnB6B68nNubi6aNGmieE0mk+Hs2bNYsGABrKys1LZTfGguk7aKioogkUhw6tQpSCQSpdeaNm2q83WJSHMMQERkMMeOHVN6fPToUQQHB9f40lflyJEj8Pf3x/vvv6947vr16zWOCwkJQUhICGbOnIlx48Zh7dq1GDVqFDp37ozk5GQEBQWpvH5OTg62bt2KjRs34rHHHlM8X1VVhR49emDXrl2Ijo6us51SqRSenp44ceIEevXqpbhGYmIiOnbsqPKcTp06oaqqCnfu3EHPnj3rfA8i0j8GICIymIyMDMyaNQuvvPIKEhMT8c033yj14NQmODgYGRkZ2LhxIyIiIrB9+3Zs3rxZ8fqDBw8wZ84cPPXUUwgICMDNmzdx4sQJjBkzBkD1CrJu3bph+vTpmDx5MhwdHZGcnIy4uDgsXboUP/74I9zc3PD0008rDdMBwNChQ7F69WqNAhAAvP7661i4cCGCgoLQtm1bfPPNN7h//36N68qFhITgueeew4QJE/Dll1+iU6dOuHv3Lvbs2YP27dtj2LBhGr0vEemOAYiIDGbChAl48OABunbtColEghkzZmDKlCkanTt8+HDMnDkT06dPR1lZGYYNG4Z58+bho48+AlA9zyYnJwcTJkxAdnY23N3dMXr0aCxYsABA9fyi/fv34/3330fPnj0hiiICAwMxduxYAMCaNWswatQolSFlzJgxeP7553Hv3j2N2jp37lxkZWVhwoQJkEgkmDJlCgYPHlxrT9fatWvxySef4K233sKtW7fg7u6Obt264cknn9ToPYmofgSxPgPZRERq9OnTBx07drSo7S7kZDIZQkND8fTTT+Pjjz82dnOISAX2ABER1dP169exa9cu9O7dG2VlZVi6dCnS09Px7LPPGrtpRKQGl8ETEdWTlZUV1q1bh4iICHTv3h3nzp3D7t27ERoaauymEZEaHAIjIiIii8MeICIiIrI4DEBERERkcRiAiIiIyOIwABEREZHFYQAiIiIii8MARERERBaHAYiIiIgsDgMQERERWZz/BzelzKV5HIwGAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62947.0 62948.0 80 2 Parameter('H', value=16.29668970344882, unit=mag) Parameter('G12', value=0.6239363262671233, unit=, bounds=[0, 1])\n", + "[-0.00593219 -0.00097063] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_62947\n", + "plots/phase_curve_6098332225018000_62947.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62949.0 62950.0 82 1 Parameter('H', value=16.29594806685797, unit=mag) Parameter('G12', value=0.6203193991489266, unit=, bounds=[0, 1])\n", + "[-0.02005557] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62949\n", + "plots/phase_curve_6098332225018000_62949.png\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62979.0 62980.0 84 1 Parameter('H', value=16.29334562219735, unit=mag) Parameter('G12', value=0.6073503348953926, unit=, bounds=[0, 1])\n", + "[0.0549484] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62979\n", + "plots/phase_curve_6098332225018000_62979.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62991.0 62992.0 85 1 Parameter('H', value=16.297587422265043, unit=mag) Parameter('G12', value=0.6301952016844469, unit=, bounds=[0, 1])\n", + "[-0.07333287] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62991\n", + "plots/phase_curve_6098332225018000_62991.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62998.0 62999.0 86 1 Parameter('H', value=16.29659353330305, unit=mag) Parameter('G12', value=0.6248040330052437, unit=, bounds=[0, 1])\n", + "[-0.0012476] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_62998\n", + "plots/phase_curve_6098332225018000_62998.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63001.0 63002.0 87 1 Parameter('H', value=16.296561267812663, unit=mag) Parameter('G12', value=0.6246288991537828, unit=, bounds=[0, 1])\n", + "[0.01218956] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63001\n", + "plots/phase_curve_6098332225018000_63001.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63011.0 63012.0 88 1 Parameter('H', value=16.297087641144905, unit=mag) Parameter('G12', value=0.6274878379702091, unit=, bounds=[0, 1])\n", + "[-0.00218594] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63011\n", + "plots/phase_curve_6098332225018000_63011.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63305.0 63306.0 89 2 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.46660031 -1.50260855] mag\n", + "[ True True]\n", + "save data/outlier_6098332225018000_63305\n", + "plots/phase_curve_6098332225018000_63305.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63308.0 63309.0 89 2 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.46460415 -1.46161013] mag\n", + "[ True True]\n", + "save data/outlier_6098332225018000_63308\n", + "plots/phase_curve_6098332225018000_63308.png\n" + ] + }, + { + "data": { + "image/png": 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xSEpKwvz58+Hg4KCxzvj4eIwfPx4HDhxAQkICfH19MXjwYGRlZamVi4mJQXZ2tuq1adMmo94bERERNWyCKIqiqRsBAIIgYNu2bYiNjVUdGzduHGxtbfH1118bXG9lZSWaNWuGzz//HBMnTgRQ1ZNUUFAg2XOlq6KiIshkMhQWFsLFxcXgeoiIiKj+6PP9bbZzkhQKBXbt2oXg4GBER0fDw8MDERERegc2paWlqKiogJubm9rx+Ph4eHh4oG3btpg2bRry8/NrrKe8vBxFRUVqLyIiIrJcZhsk5eXlobi4GEuWLEFMTAz27NmDUaNGYfTo0Th48KDO9cybNw/e3t6IiopSHYuJicFXX32Fffv24aOPPsLBgwcxZMgQVFZWaqxn8eLFkMlkqpevr2+t7o+IiIjMm9kOt924cQM+Pj4YP348vv32W1W5ESNGwMnJSac5REuWLMHSpUsRHx+PTp06aSz3xx9/IDAwEHFxcYiMjJQsU15ejvLyctX7oqIi+Pr6criNiIioAbGI4TZ3d3fY2NigXbt2asdDQ0NrXN2m9PHHH2PJkiXYs2dPjQESALRu3Rru7u5IS0vTWMbe3h4uLi5qLyIiIrJcNqZugCZ2dnbo1q0bUlNT1Y5funQJ/v7+NV67dOlS/P3vf8evv/6KJ554QutnXb9+Hfn5+fDy8qpVm4mIiMhyGBQk/fjjj5LHBUGAg4MDgoKCEBAQoLWe4uJitd6bjIwMJCYmws3NDX5+fpg7dy7Gjh2Lvn37YsCAAdi9ezd27tyJ+Ph41TUTJ06Ej48PFi9eDAD46KOP8P777+Pbb79Fq1atkJOTAwBo2rQpmjZtiuLiYixcuBBjxoyBXC5Heno63nzzTQQFBSE6OtqQHwcRERFZItEAgiCIVlZWoiAIai/lMSsrK7Fv377i7du3a6znwIEDIoBqr0mTJqnKrFmzRgwKChIdHBzEsLAwcfv27Wp19OvXT628v7+/ZJ0LFiwQRVEUS0tLxcGDB4stWrQQbW1tRX9/f3HKlCliTk6OXj+DwsJCEYBYWFio13VERERkOvp8fxs0cXvfvn1499138fe//x3du3cHAJw4cQLz58/He++9B5lMhpdffhkRERFYs2aNUYI5c8M8SURERA2PPt/fBg23zZw5E1988QWefPJJ1bHIyEg4ODhg6tSpuHDhAlasWIEXX3zRkOqJiIiITM6g1W3p6emS0ZeLiwv++OMPAECbNm1w69at2rWuEUrLK8ZLG07iaDp/dkRERKZkUJAUHh6OuXPn4ubNm6pjN2/exJtvvolu3boBAC5fvsyEiwb4KuEK4i7m4R8/X4RCYRYprIiIiBolg4KkNWvWICMjAy1btkRQUBCCgoLQsmVLXLlyBf/9738BVK1ce++994za2MZgZmQbNLW3QXJWEXacy9J+AREREdUJgzNuKxQK7NmzB5cuXQIAtG3bFoMGDYKVldnmpzSqupy4/e/4NCzdnQpvmQP2v9EfDrbWRq2fiIiosdLn+9tstiVpaOoySCqrqETk8oPIKriHudFtMX1AkFHrJyIiaqzqfHUbAJSUlODgwYPIzMzE/fv31c699tprhlZLABxsrTE3ui1mfZeIVfHpGNvNF+5N7U3dLCIiokbFoJ6ks2fPYujQoSgtLUVJSQnc3Nxw69YtODo6wsPDQ7XCzZLVdZ4khULEyJW/4XxWIZ7v4Y9FsR2M/hlERESNTZ1vcDt79mwMHz4cd+7cQZMmTXDs2DFcvXoV4eHh+Pjjjw1qNKmzshLwztBQAMC3JzKRlnfXxC0iIiJqXAwKkhITE/H666/DysoK1tbWKC8vh6+vL5YuXYp33nnH2G1stHoGNkdUqCcqFSKW/PK7qZtDRETUqBgUJNna2qpWsXl4eCAzMxMAIJPJcO3aNeO1jvD20BBYWwmIu5jHBJNERET1yKAgqUuXLjh58iQAoF+/fnj//ffxzTffYNasWejQgXNnjCmwRVNMiPADACaYJCIiqkcGBUn/+Mc/4OXlBQD4+9//jmbNmmHatGm4efMmvvjiC6M2kNQTTG5PZIJJIiKi+sA8SQaq69Vtj1MmmPSSOeAAE0wSEREZpM5Xt1H9e7FXAHxcmyC7sAxrjmSYujlEREQWz6AgKT8/H9OnT0e7du3g7u4ONzc3tRcZnzLBJACsik/HreJyE7eIiIjIshmUcfv5559HWloaJk+eDE9PTwiCYOx2kYQRYd5YcyQD57MKsSLuEj6M7WjqJhEREVksg+YkOTs748iRIwgLC6uLNjUI9T0nSSkhPR/jvzwGaysBv87qgyAP53r7bCIiooauzuckhYSE4N69ewY1jmrn0QSTC3emMCUAERFRHTEoSPr3v/+Nd999FwcPHkR+fj6KiorUXlS33h4aAnsbKxy+fAsrD6SZujlEREQWyaAgydXVFUVFRRg4cCA8PDzQrFkzNGvWDK6urmjWrJmx20iPCWzRVLXh7Sdxl3Do0k0Tt4iIiMjyGDRxe8KECbC1tcW3337Lidsm8swTvjibeQebTlzDzM1n8dNrfeDj2sTUzSIiIrIYBgVJycnJOHv2LNq2bWvs9pAeFgxvj/NZhUjOKsJfvzmD71/uAXsbJpkkIiIyBoOG25544gluZGsGHGytsWpCOGRNbHHuWgEW/ZRi6iYRERFZDIN6kl599VXMnDkTc+fORceOHWFra6t2vlOnTkZpHGnn6+aIFWM748UNJ7HxWCa6+jXD6K4tTd0sIiKiBs+gPElWVtU7oARBgCiKEAQBlZWVRmmcOTNVniRNPtl7Cf/adxkOtlbYPr0XQuSmbxMREZG50ef726CepIwM7h1mbmZGtsHZzDs4fPkWXvn6NH58tTdcHGy1X0hERESSDJqT5O/vX+NLadiwYcjOzjZaY0kzaysBn47rAm+ZA67kl+KN78/BgE5CIiIi+pNBQZKuDh06xMzc9cjNyQ7/fi4cdtZW2JOSiy8O/WHqJhERETVYdRokUf3r7OuK94e3AwB8tPt3JKTnm7hFREREDRODJAs0IcIPo7v4QCEC0745jaNpt0zdJCIiogaHQZIFEgQBfx/VEWG+rigorcDza0/gv4f/4BwlIiIiPTBIslBN7Kzx3dQeGN3VB5UKER/uuoiZmxNx777lp2cgIiIyBgZJFszB1hrLnw7DB8PbwdpKwI/nbmD0qqO4dru0VvVWKkQkpOdjR2IWEtLzUalgDxUREVkeg/Ik6eqdd96Bm5tbXX4EaSEIAl7oFYAQLxdM/+YMLmYXYfjnR/DZ+C7o06aF3vXtTs7Gwp0pyC4sUx3zkjlgwfB2iOngZcymExERmZTOGbd//PFHnSsdMWKEwQ1qKMwt47YubhTcw7SNp3HueiGsBGBeTAim9m0NQRB0un53cjambTyDx39hlFeveq4rAyUiIjJr+nx/6xwkPb4ViXIbkkffK3FbEvNVVlGJ+duTseX0dQDAsE5eWPZUJzja1dypWKkQ0fuj/Wo9SI8SAMhlDjgybyCsrXQLuoiIiOqbPt/fOs9JUigUqteePXvQuXNn/PLLLygoKEBBQQF+/vlndO3aFbt37671DVDdcbC1xtKnOmFRbAfYWAnYlZSNUSuPIi2vuMbrTmTc1hggAYAIILuwDCcybhu5xURERKZh0JykWbNmYfXq1ejdu7fqWHR0NBwdHTF16lRcvHjRaA0k4xMEAc/38EeI3BnTNp5Bau5dDP/sCBbFdsBT4S0lr8m7qzlAMqQcERGRuTNodVt6ejpcXV2rHZfJZLhy5Uotm0T1pVsrN/z8Wm88Gdgc9yoq8caWc5jzXSKKyx9UK+vh7KBTnbqWIyIiMncGBUndunXDnDlzkJubqzqWm5uLuXPnonv37jrXc+jQIQwfPhze3t4QBAHbt2+vVubixYsYMWIEZDIZnJyc0K1bN2RmZmqsc/369RAEQe3l4KD+xS2KIt5//314eXmhSZMmiIqKwuXLl3VutyXxcHHA15Mj8MbgYFgJwNazWRj+2REkZxWqlese4AYvmQNqmm3kJXNA9wCuZiQiIstgUJC0du1aZGdnw8/PD0FBQQgKCoKfnx+ysrKwZs0anespKSlBWFgYVq5cKXk+PT0dvXv3RkhICOLj45GUlIT58+dXC3oe5+LiguzsbNXr6tWraueXLl2Kf/3rX1i9ejWOHz8OJycnREdHo6yscQ4VWVsJmDGwDb57uSe8ZA7IuFWC0f8+ivW/Zagm51tbCVjw555wmowI8+KkbSIishg6r257nCiK2Lt3L37//XcAQGhoKKKionReTl6tIYKAbdu2ITY2VnVs3LhxsLW1xddff61zPevXr8esWbNQUFCgsd3e3t54/fXX8cYbbwAACgsL4enpifXr12PcuHGS15WXl6O8vFz1vqioCL6+vg1udZs2d0ruY+4PSYi7WNVLOKidJ5Y91QmujnYAgMU/p+A/hzIkrxXANABERGTe6mR12+MEQcDgwYMxdepUvPrqqxg0aJDBAZIUhUKBXbt2ITg4GNHR0fDw8EBERITkkNzjiouL4e/vD19fX4wcORIXLlxQncvIyEBOTg6ioqJUx2QyGSIiIpCQkKCxzsWLF0Mmk6levr6+tbo/c9XMyQ5fTgzHB8Pbwc7aCntTcjH008M4eeU2KhUifjyXXeP1C3emMAM3ERFZBIOCJIVCgUWLFsHHxwdNmzZFRkZVz8L8+fP1Gm6rSV5eHoqLi7FkyRLExMRgz549GDVqFEaPHo2DBw9qvK5t27ZYu3YtduzYgY0bN0KhUODJJ5/E9etVeYFycnIAAJ6enmrXeXp6qs5Jefvtt1FYWKh6Xbt2zQh3aZ6UWbq3/vVJtGruiBuFZRj3xTG8+cM5g9IAcBsTIiJqiAxKAfDhhx9iw4YNWLp0KaZMmaI63qFDB6xYsQKTJ0+udcMUCgUAYOTIkZg9ezYAoHPnzjh69ChWr16Nfv36SV7Xs2dP9OzZU/X+ySefRGhoKP7zn/9g0aJFBrfH3t4e9vb2Bl/fEHXwkeGn1/pg/vZkbDubhf+dydLpukfTAHAbEyIiaqgM6kn66quv8MUXX2DChAmwtrZWHQ8LC1PNUaotd3d32NjYoF079cnCoaGhNa5ue5ytrS26dOmCtLQ0AIBcLgcAtZV5yvfKc/RQU3sb/HNsZ/xrfBc42VlrvwDAlVslAB5uY/J471NOYRmmbTyD3ck1D90RERGZkkFBUlZWFoKCgqodVygUqKioqHWjAMDOzg7dunVDamqq2vFLly7B399f53oqKytx/vx5eHlV9VoEBARALpdj3759qjJFRUU4fvy4Wg8UqRsR5o09s/vBzkb7r8w/4y5jxd5L+ODHC9X2eQOgOsb5S0REZM4MGm5r164dDh8+XC1Y+eGHH9ClSxed6ykuLlb18ABVk6oTExPh5uYGPz8/zJ07F2PHjkXfvn0xYMAA7N69Gzt37kR8fLzqmokTJ8LHxweLFy8GAPztb39Djx49EBQUhIKCAixbtgxXr17FSy+9BKBqvs2sWbPw4Ycfok2bNggICMD8+fPh7e2ttrKOqvNp1gSfjg3DtG/Oai27Yl/Neacenb/UM7C5kVpIRERkPAYFSe+//z4mTZqErKwsKBQKbN26Fampqfjqq6/w008/6VzPqVOnMGDAANX7OXPmAAAmTZqE9evXY9SoUVi9ejUWL16M1157DW3btsX//vc/te1QMjMz1TbfvXPnDqZMmYKcnBw0a9YM4eHhOHr0qNqw3ZtvvomSkhJMnToVBQUF6N27N3bv3q01/xIBQzp6Y3ZUCf4Zd8ko9XEbEyIiMlcG50k6fPgw/va3v+HcuXMoLi5G165d8f7772Pw4MHGbqNZ0ifPgqXZkZiFmZsTjVLXpik92JNERET1Rp/vb4N6kgCgT58+2Lt3r6GXUwNmrP3ZXB1tuY0JERGZLYMmbp88eRLHjx+vdvz48eM4depUrRtF5q17gBvkLrUPlLiBCRERmTODgqTp06dLJlPMysrC9OnTa90oMm/WVgLGd/erdT13SiuqJZ4kIiIyFwYNt6WkpKBr167Vjnfp0gUpKSm1bhSZv1bujkap59GJ25UKEScybiPvbhk8nB0Q7t8Mp6/eUb3vHuDGDXSJiKjeGBQk2dvbIzc3F61bt1Y7np2dDRsbg6c5UQNirHlJ7k5VWcylMnNbCcCjaZSYqZuIiOqTQcNtgwcPVu1lplRQUIB33nkHgwYNMlrjyHx1D3CDl8yh9vOKBM2ZuR/PM5lTWIZXNp7Bp3GXuA8cERHVOYNSAGRlZaFv377Iz89XJY9MTEyEp6cn9u7dC19fX6M31Nw05hQASsrgBoBkZm1dLH86DB/vSa1x49yasHeJiIj0oc/3t8F5kkpKSvDNN9/g3LlzaNKkCTp16oTx48fD1tbWoEY3NAySqmjawDbcvxl+StK+N5uttYCKSsN7g5Q9Waue68pAiYiItKqXIKmxY5D00OMTrpW5j3ot2YecovI6/3wBgFzmgCPzBnJiNxER1ajOk0l+9dVXNZ6fOHGiIdVSA2VtJUhmzf5gRPtaD8fpgvvAERFRXTCoJ6lZs2Zq7ysqKlBaWgo7Ozs4Ojri9m3Lz33DniTd7E7OxjvbknG75H6df9an4zpjZGefOv8cIiJquPT5/jZoddudO3fUXsXFxUhNTUXv3r2xadMmgxpNlimmgxfmDwutl88yVloCIiIiwMAgSUqbNm2wZMkSzJw501hVkoWQy5rU+Wd4yRy4DxwRERmV0YIkALCxscGNGzeMWSVZAKPlVKrB2Cda1mHtRETUGBk0cfvHH39Uey+KIrKzs/H555+jV69eRmkYWQ5rKwELhrfDtI1nIKBuJnGv2JeG705dZ84kIiIyGoMmbltZqXdACYKAFi1aYODAgVi+fDm8vCz/S4oTt/Wny9Yjj2tqb43i8kqd6mfOJCIi0oZ5kuoBgyTDPJ5T6U7JfUz/1nhpApgziYiIalLneZKIDCWVU2mVVddqPUyGYs4kIiIyFp2DpDlz5uhc6SeffGJQY6hxiunghUHt5DiRcRs5RWVY9NMF3C6pqFWdeXdrH3AREVHjpnOQdPbsWbX3Z86cwYMHD9C2bVsAwKVLl2BtbY3w8HDjtpAaBWUPU0J6fq0DJABo7mRvhFYREVFjpnOQdODAAdW/f/LJJ3B2dsaGDRtU2bfv3LmD//u//0OfPn2M30pqNIzVA/TBjxfw1pAQRIZ6QBA4N4mIiPRn0MRtHx8f7NmzB+3bt1c7npycjMGDBzeKXEmcuF03EtLzMf7LY7Wqw8neGiV/rojrHuCGeTFtEe6vnmhSalNeTvQmIrJ8dT5xu6ioCDdv3qx2/ObNm7h7964hVRIBeJh4MqewTO/Vbl4yBywY3g5PBrljdXw61hzJwImM2xizKgED2rbA64PbooOPTDIVgfJapg4gIiIlg3qSJk6ciMOHD2P58uXo3r07AOD48eOYO3cu+vTpgw0bNhi9oeaGPUl1Z3dyNqZt1J4WQO5ij/Hd/dDK3UmyNyi78B7+te8yvj91HZV/JmPq6ueKM5kF1epijiUiosahzvMklZaW4o033sDatWtRUVE1ydbGxgaTJ0/GsmXL4OTkZFjLGxAGSXVLqrdHW1CkyZVbJVgRdwk7zt1ATb/tAgBPF3ssf6YzbhWXcxiOiMgC1VsyyZKSEqSnpwMAAgMDG0VwpMQgqe4Ze97Q9yev4c3/Jel1DYfhiIgsiz7f37Xa4DY7OxvZ2dlo06YNnJycwOTdZEzKtAAjO/ugZ2DzWvfo2Nvq/+ueU1iGaRvPYHdydq0+m4iIGh6DgqT8/HxERkYiODgYQ4cORXZ21RfI5MmT8frrrxu1gUTG4uHsoPc1yrB/4c4U1bwmIiJqHAwKkmbPng1bW1tkZmbC0dFRdXzs2LHYvXu30RpHZEzKlXP69kc9utUJERE1HgYFSXv27MFHH32Eli1bqh1v06YNrl69apSGERmbtZWABcPbAYDegRKgPdFlpUJEQno+diRmISE9nz1PREQNnEF5kkpKStR6kJRu374Ne3tuB0HmK6aDF1Y9Z9iGujUFPcy9RERkeQxa3TZ06FCEh4dj0aJFcHZ2RlJSEvz9/TFu3DgoFAr88MMPddFWs8LVbQ3boyvn3J3s8fqWc8gtqjmBpSAAQzt4YVr/QHTwkamOK/M6PX4tcy8REZmfOk8BcOHCBQwcOBBdu3bF/v37MWLECFy4cAG3b9/Gb7/9hsDAQIMb31AwSLIsmhJYCn++7+jjgvNZRarjfdq4o39wCzRztMWHP/+O2yX3JesVAMhlDjgybyDzLRERmYE6DZIqKioQExODxYsXY+/evTh37hyKi4vRtWtXTJ8+HV5ejeP/mBkkWR5tQ2YXs4uw+mA6ftSSlFLKpik90DOwebXj3EOOiKh+1enebba2tkhKSkKzZs3w7rvvGtxIInMT08ELg9rJNQYtoV4uGNJBjh2J+m/gLDXpm/OYiIjMm0Gr25577jmsWbPG2G0hMrmaElhWKkQs3JliUL2P52hSDu89PnmcySuJiMyHQavbHjx4gLVr1yIuLg7h4eHVtiP55JNPjNI4InNyIuO23iviAMBKAML9m6neK4MtqRE7EVXzmBbuTMGgdnIOvRERmZBBQVJycjK6du0KALh06ZLaOUHgf9TJMmnLk6SJQgS2nLqGCT38AWgPth5NXik1j4mIiOqHQUHSgQMHjN0OIrNnyLYmSu9uT8aP525gat/WKCqr0OkaQ4MyIiIyjlptcFtbhw4dwvDhw+Ht7Q1BELB9+/ZqZS5evIgRI0ZAJpPByckJ3bp1Q2ZmpsY6+/fvD0EQqr2GDRumKvPCCy9UOx8TE1MXt0gWxNBtTYCqIbfjGbcxecMpLN2dqtM1tQnKiIio9kwaJJWUlCAsLAwrV66UPJ+eno7evXsjJCQE8fHxSEpKwvz58+HgoPnLY+vWrcjOzla9kpOTYW1tjaefflqtXExMjFq5TZs2GfXeyPIYuq2JlVA15KakbV6TgKpVbt0D3PRvJBERGY1Bw23GMmTIEAwZMkTj+XfffRdDhw7F0qVLVce0Jap0c1P/Ytm8eTMcHR2rBUn29vaQy+UGtJoaM0O2NTFkC7cFw9tx0jYRkYmZtCepJgqFArt27UJwcDCio6Ph4eGBiIgIySG5mqxZswbjxo2rtgIvPj4eHh4eaNu2LaZNm4b8/Pwa6ykvL0dRUZHaixqnmA5eODJvIDZN6YFPx3XGpik98O9nu8JLpt7DqS3GaWpvDTtr9UI2VgKejfBDv2APYzebiIj0ZNC2JHVBEARs27YNsbGxAICcnBx4eXnB0dERH374IQYMGIDdu3fjnXfewYEDB9CvXz+tdZ44cQIRERE4fvw4unfvrjqu7F0KCAhAeno63nnnHTRt2hQJCQmwtraWrOuDDz7AwoULqx1nxm1SejR79q275Vi066LWa755KQLZhWXYkZiFExm3Uf5AAQCQNbHFM0+0xHM9/OHf3ElLLdU/n9m7iYik1fnebXXh8SDpxo0b8PHxwfjx4/Htt9+qyo0YMQJOTk46zSF6+eWXkZCQgKSkpBrL/fHHHwgMDERcXBwiIyMly5SXl6O8vFz1vqioCL6+vgySCED1ACWn8B5mf39O63WfjuuMkZ19AABFZRX4/uQ1fJVwFZm3S1Vl+gW3wPM9/DEgxENj0MPs3UREuqnTbUnqi7u7O2xsbNCuXTu146GhoThy5IjW60tKSrB582b87W9/01q2devWcHd3R1pamsYgyd7eHvb29ro1nhoVqQDFzclOp2sfXcHm4mCLl/q0xv/1CkB8ah6+PnYVBy/dVL18XJtgQg8/jH3CF82bPvxdVGbvfvz/dpTZu1c915WBEhGRAcw2SLKzs0O3bt2Qmqq+XPrSpUvw9/fXev2WLVtQXl6O5557TmvZ69evIz8/v9FszkvGoylAuVNyv8brBAByDSvYrK0ERIZ6IjLUE1fzS/DN8Ux8f+oasgruYenuVKzYexlDO8rxfM9WCGspY/ZuIqI6YtIgqbi4GGlpaar3GRkZSExMhJubG/z8/DB37lyMHTsWffv2Vc1J2rlzJ+Lj41XXTJw4ET4+Pli8eLFa3WvWrEFsbCyaN1fPWFxcXIyFCxdizJgxkMvlSE9Px5tvvomgoCBER0fX6f2SZdG2vYgmylBFlxVs/s2d8M7QUMwZFIyfkrLxdcIVnLteiO2JN7A98Qb83Bx1yt699kgG2nm54FZJOecrERHpyKRzkuLj4zFgwIBqxydNmoT169cDANauXYvFixfj+vXraNu2LRYuXIiRI0eqyvbv3x+tWrVSlQeA1NRUhISEYM+ePRg0aJBa3ffu3UNsbCzOnj2LgoICeHt7Y/DgwVi0aBE8PT11brs+Y5pkmRLS8zH+y2Nay7k52eJ2ycMs27WdK3TuWgE2HruKH8/dUE301hfnKxFRY9UgJ243NAySaEdiFmZuTtRa7p9jO0Pu4mD0VWcFpffxyd5L+Crhqt7XKj+d85WIqLHR5/vbbPMkEZk7XbcNkbs4oGdgc4zs7IOegc2NNszl6miHBcPbQ+6i/4IC5f8ZLdyZgkpDsl0SETUCDJKIDKRtL7f62F7E2krAByPaQ4B+W6UAD+crnci4XQctIyJq+BgkERmopr3c9JmcXVvKrVJkjrYGXZ93V7ftVYiIGhsGSUS1oAxQ5I9tSSKXOdT7fJ+C0grthSTY20hnmSciauw4cdtAnLhNjzLlliCVChG9P9qv84a7j7OxEjConSee6eaLvm1aMDUAEVk0i8i4TdSQWFsJ6BnYXHvBOnAi47bBAZKHsz3y7pbjl+Qc/JKcA7mLA54Kb4lnnvCFX3NHg9vEfeSIyBIwSCJq4Gozp8jaSsCuV3vjhzPXse1sFnKKyvD5gTR8fiANEQFuCPdvhgB3J7Rs5qhzoMN95IjIUnC4zUAcbiNzoWtSS002TemBnoHNUf6gEnEpefju1DUcvnSzWtbw5k52+DC2PQa399LYS6RpmxbmZSIic8HhNqJGRJmKIKewrMbtUDRR9kTZ21hjWCcvWFsBhy7drFYuv+Q+pn1zFg6251BW8TDTt7KXaFA7Od7aep77yBGRxeDqNqIGrqZUBLp4NCmmcj+6mjwaIAFVuZambTyDWZvP1LjCjnmZiKihYZBEZAE0pSKoqcNGKtmloZPARQA7k3J0Ksu8TETUUHC4jchCxHTwwqB2crX5QndKyjH927MAoDYMpinZZX0EMLpu50JEZGoMkogsiFQqglVWQrXVZnINq83qOoBxdbSt021aiIiMiUESkYWT6mHStJy/e4AbXB1tDc7erc3/PRlQp5O2mZ+JiIyJQRJRI6Brssu9KTkGBUgCAEEAFFqW1x28dBMeLvYY1skLLg6G7TWnCfMzEZGxMU+SgZgniSyNrtubCJCe3zS1bwC+OJQBPHZeVU4AlP+1sbexwuD2cozp6oM+RtgKhfmZiEhXzJNERHrTdWVbMyc73C65r3r/6PymLn7NNPbmdPVrhm1ns/DD6eu4nFeMneduYOe5G/B0sUdsFx881bUl2ng669TWR4fV3J3s8cGPKczPRERGx54kA7EniSzNjsQszNycqLXcP58Jg1zWROO8H23zgkRRxPmsQvzv9HXsSLyBgnsPh/c6+sjwVHhLjAjzRjMnO8nPlxpW04Uys7i+OM+JyLKwJ4mI9Kbryja5rEmNwYa2+U+CIKBTS1fcKLiHXy/kAPcenjufVYjzWYX4cFcKBoZ4YHTXlhjQ1gN2NlUp3X5OuoG//pnSQF+GpDfgPCeixo1BEhEB0L69iYCqoTVjLOHXNIdIqaJSxK8XcvHrhVw0c7TFiDBveLo4YNmvqQZ/pr7pDTS1MefPDOOc50Rk+Zhxm4gA1Ly9iabkk4ZQbn2iKUASALg3tcNLfQLQwtked0orsCHhKpb+mmrQ3nQA0NTeBjmF95CQno9KbUvwtLRReWzhzhSd6iKihotBEhGpaNreRC5zMFrPibYJ4iKAW8X3ERniiYS3BmLdC93gYFu7/1QVlz/A7O/PYfyXx9D7o/3YnZxd6zZyHzoiy8fhNiJSo0/ySUPoOjco724ZbKyt4GBrXW1T3drQZbhMnzYSkeVikERE1eiafNIQus4NUpYzdiCiS1oAfdtIRJaJw21EVK+UE8Q19UsJqFpBppwgXheBiLbhsjsl5Vrr8DLSJHYiMl8MkoioXuk7QVxbUAVUZfM2xG9pN7EjMUttQnelQsSiXRe1Xjt/WO0nsROReWOQRET1Tp8J4jUFVUr/GtcFXjL9e5w+P5COmZsT1SZ065N5nIgsG+ckEZFJ6DNBXBlU1ZTY0dZawCsbzxjcHuWE7v/r1Uqn8py0TWT5uC2JgbgtCVH907ZFyKdxl/DPuMu1+ozmTnbIf2RvOk1mDAhCryB3blNC1MDo8/3NIMlADJKIzE+lQkSvJfuRU1S7Xh5HOyuU3tct7UBN25Rw3zci88MgqR4wSCIyT8rtRAAYnKFbH8qQ5/G5VNz3jcg86fP9zYnbRGRRNE0K14e/m6POZaW2KVEGao9PAFfOe9KW8ZuIzAODJCKyODEdvHBk3kBsmtIDE3v663ydMkfT/jf6Y/esPni5b2s012EV26N5l7jvG5HlYJBERBZJmTV8iJ5DW8ocTSFyF7w9NBQn343CqwODdLo2724Z930jsiAMkojIoumSjBKo6kGS2s/NykrAk4HuOn1WYmYB/rhZrFNZphAgMn/Mk0REFk2ZjHLaxjMQID2Ze3ZUG8wY2EbjyjNloJVTWFbjZPB1R69A18Vr3PeNyPyxJ4mILJ6mydxeMgesfq4rZkYF17g0X5etVJ4K90FHHxm0TTV6fG86IjJfTAFgIKYAIGp4apu3SGpZv5uTLT4c2QFDO3kDANJvFuOTPanYdT5HYz3/ntAFQzt6G34jRGQw5kmqBwySiBqnn5Oy8d6OZNx+JCu3VP6jX87fwHvbL0hm7/aSOeAvnbwwsrMP2nu7QDB0h14i0huDpHrAIImo8VHmP3r8P5qaEkoqe65yCu/hVvF9XMq9i93JObhb/kBVprW7E0Z09saIMG+0btG07m+CqJFrMMkkDx06hOHDh8Pb2xuCIGD79u1q5wVBkHwtW7asxnpXrlyJVq1awcHBAREREThx4oTa+bKyMkyfPh3NmzdH06ZNMWbMGOTm5hr79ojIghiS/0iZhmBU15aY0rc1lj0dhpPvRWH1c+EY2lEOexsr/HGrBCviLmPg8oMY/tkRfHnoD2QX3tO5TQnp+diRmIWE9HzmXiIyMpOubispKUFYWBhefPFFjB49utr57Gz1rLS//PILJk+ejDFjxmis87vvvsOcOXOwevVqREREYMWKFYiOjkZqaio8PDwAALNnz8auXbuwZcsWyGQyzJgxA6NHj8Zvv/1m3BskIouhT/6jnoHNNZZzsLVGTAc5YjrIcbesAntTcrEj8QaOpN3C+axCnM8qxD9+uYjurdwworM3hnbwQjOJhJa7k7PxwY8XkFNUrjomd7HHByPac9sTIiMxm+E2QRCwbds2xMbGaiwTGxuLu3fvYt++fRrLREREoFu3bvj8888BAAqFAr6+vnj11Vfx1ltvobCwEC1atMC3336Lp556CgDw+++/IzQ0FAkJCejRo4dkveXl5Sgvf/gfo6KiIvj6+nK4jaiR2JGYhZmbE7WW+3RcZ4zs7KN3/fnF5fj5fDZ+PHcDJ6/cUR23sRLQu407RoR5Y3B7OZra22B3cjZe+XN/OimrJfI9PYob71Jjps9wW4PJk5Sbm4tdu3Zhw4YNGsvcv38fp0+fxttvv606ZmVlhaioKCQkJAAATp8+jYqKCkRFRanKhISEwM/Pr8YgafHixVi4cKGR7oaIGhpd8xoZmv+oeVN7PN+zFZ7v2QpZBffw07kb+PHcDVy4UYT41JuIT70Je5vzGBjigYOXbtZY11tbz2NQO7lk4MONd4l012DyJG3YsAHOzs6Sw3JKt27dQmVlJTw9PdWOe3p6IienajluTk4O7Ozs4OrqqrGMlLfffhuFhYWq17Vr1wy/GSJqcLRl7jZm/iMf1yZ4uV8gdr3WB3Fz+mFmZBu0dndC+QMFfknOQen9yhqvLyitwLH0/GrHufEukX4aTJC0du1aTJgwAQ4OpslSa29vDxcXF7UXETUeuiSUVO77ZkxBHk0xe1Aw9r3eDz+92htdfF11ui7hj1tq73WZeP7BjxfwW9otTgQn+lODGG47fPgwUlNT8d1339VYzt3dHdbW1tVWquXm5kIulwMA5HI57t+/j4KCArXepEfLEBFJUWbufny4Sl4Pw1WCIKCDjwy9gtxx9lqB1vK5ReUQRVGVg0mXiec5ReWY8N/jqmMchqPGrkH0JK1Zswbh4eEICwursZydnR3Cw8PVJnYrFArs27cPPXv2BACEh4fD1tZWrUxqaioyMzNVZYiINInp4IUj8wZi05Qe+HRcZ2ya0gNH5g2st0CippVzj9py+jr6LjuApbt/x8XsIuQW6ZZW4FEchqPGzqQ9ScXFxUhLS1O9z8jIQGJiItzc3ODn5wegahb6li1bsHz5csk6IiMjMWrUKMyYMQMAMGfOHEyaNAlPPPEEunfvjhUrVqCkpAT/93//BwCQyWSYPHky5syZAzc3N7i4uODVV19Fz549NU7aJiJ6lDL/kSn0aN0cro62KCit0FjG1lqAjZUVrt2+h3/Hp+Pf8enwdtV/qoKIqqHEhTtTNE4EJ7JkJg2STp06hQEDBqjez5kzBwAwadIkrF+/HgCwefNmiKKI8ePHS9aRnp6OW7cejr2PHTsWN2/exPvvv4+cnBx07twZu3fvVpvM/c9//hNWVlYYM2YMysvLER0djX//+991cIdERDXTdzm+tZWAJaM71pgC4LPxXdA3uAX2XczDznM3EH/pJm4UaB5qq4mu+Z+ILJHZ5ElqaLgtCRHVVm2W41clk0xBTpH2a4vKKrD3Qi7W/paBCzeKDGqrofmfiMwN926rBwySiBq32iZk1HcfOGO14fuT1zDvf0mSq9xqsmlKD/YkgYk4LYFFJpMkIjIXtU3IqG05vq7zgAyZG+Xr5qh3gGSs/E/1oS6DGCbibHwaxOo2IiJzYYyEjPrsA2dseXf1n5vUzNEW/zt9HYU1TBY3B7uTs9H7o/0Y/+UxzNyciPFfHkPvj/YbZXUeE3E2TgySiIh0pEtCxoU7U7QmYdQ1UDEkoNFGn21TlD0wKdl38eb/kvDE3/fixfUnsfXMdRSVmVfAVJdBjLGeOzU8DJKIiHRkrB6gut4HribatlcBACc7azRztFX70rexElBRKWL/73mY8/05PLEoDlO+OoUdiVkoLn9g9Hbqo66DGFP2/JFpMUgiItKRsXqA6nMfuMfpsr1Kyf1K3HlsaE0ZYAzrKEdgCyfcr1Rgb0ouZm5ORPiivXjl69P4KekGSu/Xf8BU10GMKXv+yLQ4cZuISEfG6gFSBirTNp6BAKj1gNTlPnBKNW2vcq+iUjJRpXJC+ZnMAhx+cwDSbhZjV1I2fkrKRsatEuy+kIPdF3LQxNYaA0M8MKyTFwa09UATO+sa21LTRGtdJ2HXdRBjyp4/Mi0GSUREOlL2AOUUlkkO7QioCjR06QEy5T5wys8f1E6uFoQoFCImrDmu8Rplj8zJK3fQM7A5QuQumDMoGCnZRaqAKfN2KXadz8au89loYmuNyFAP/KWTF/q39YCDrXrAVNNqMQA6rySr6yDmTkk5rARA02idPs+dGhbmSTIQ8yQRNU7KCcKAdA+QLvmNHmVOeXd2JGZh5uZEreU0JZYURRHJWUV/Bkk3cO32w/3iHO2sERXqiWGdvNAvuAXiU/M05onS9KWk6WdcqRDR+6P9WoPXI/MGavzZanoOmvJZPV6/vs+dTIfJJOsBgySixstS8+UkpOdj/JfHtJbTJbGkKIo4n1Wo6mHKKngYMDnZWaNSFFFWodC7jZoCntoEr1LP07WJLV540h+bT15DTlG5xvZYCcDn47tiaKeG+9wbGwZJ9YBBElHjZk49QMZijB4ZKaIo4tz1QuxKuoGfz+eoBUyGkgrU9Alelc8vLiUHa367YvS2kPlixm0iojpmSLZrc1dXE8oFQUBnX1d09nXFO0ND8dqmM9iZlFOrtkpNwpaaZyUVvEoFU8ZuC1kGBklERKRS1xPKFSLwW3p+bZupcRK2tuBVlzlG+rp1txyVCrHB9yRSdQySiIhIja49MoY4lp6P2yW1y9ZtaA6pmpJO1saiXRfx5eEMfDCiYc9Jo+qYTJKIiKpR9siM7OyDnoHNjRIg7U7OxvRvz9S6HrnMAT+fz0aJnpm+tSWdrI2cojK8wj3cLA57koiIqM7pO8w1OyoYm09mqgU11lYCKhUizmYW4NXMs7C3sUL/ti0wtKMXBoZ4wNnBVmN9lQoRv6XdquVdaPf21vMY1E7OoTcLwSCJiIjqlL7DXF4yB8wYGIQZA4PUhvy6tWqG33Pu4ufz2fj5fDau5Jfi1wu5+PVCLuysrdA32B1DOnghqp0nZE0eBkzGnqhdkzulFTj2Rz56BbnX+WdR3WOQREREdUqfYS4B6ivoHp+E3cFHhg4+MsyNbouU7CLsTs7BrvPZ+ONmCeIu5iHuYh5srQX0CnLH0A5esLIC5m5JMvo8pJokpDNIshQMkoiIqE7pukTetYktlozpqNPkZ0EQ0N5bhvbeMswZFIzLecX4+Xw2fjmfg9Tcu4hPvYn41Ju1bbqBmH7QUjBIIiKiOqXrnmkrJ3Q1qAdGEAQEezoj2NMZs6KCkZZXjN3J2dhy+jqu5pfqXZ+Ss4M17pZV6n1dz9bsRbIUXN1GRER1SrkxsKapzAKq5iH1aG2c5JxBHk0xY2AbzBkUbND1yvZ8NLoTBEBju6W4Otqih4UlGW3MGCQREVGdUmbyBqoHHLXJ5K2Nrj1YUhYMb4ehnbyx6rmu8HTRvZ4loztyZZsFYZBERER1TpnJWy5TDzjkMocaN5+tDW09WJrIZQ5IuVGElBtFiG4vx/Knw3S6bnZUG53uo1IhIiE9HzsSs5CQno9KBecwmStucGsgbnBLRKS/+t4YWJmfCZDei27ls11gbWWF/b/n4dTV27iSX6oWtPg3d0Rgi6bY/3ue1s/6dFxnjOzso7U9um7CS3VDn+9v9iQREVG9qYtM3jXR1oM1tJM3RIg4dPkm0m+WqAIkexsr2FoLuJpfqlOABGgf3lMGbI+nQ8gpLMM0Zus2S1zdRkREFu3xvejcm9oDInCrpByfxl3GirhL1Rbt33+ggAhgSp8AnM0swKmrd2r8DG37ydWUUFNEVc/Wwp0pzNZtZhgkERFRg2HocJ2yB2t3cjbe2HJOa3JLZeDyw+nruFOqfUPels2a4NcLOegX3AJO9tW/WrUl1BQBZBeW4UTG7WoJNMl0GCQREVGDUNv5PPruHycCOgVIAHDyyh2cvHIH9jZW6NOmBWI6yBEV6gFXRzsAuifU1LUc1Q8GSUREZPY0BTjK+TzaVsjpu3+cPv42oj2yCu7hl+QcZN4uRdzFXMRdzIW1lYAerd0Q3V6O5k72OtVVm7QFZHwMkoiIyKwZYz6PPvvH6UvmaIuJT7bCW0NCcDH7Ln69kINfL+Tg95y7+C0tH7+l5QMAbK0FVFRKh2kCqiaT1zSvieofgyQiIjJrxpjPU5fDWMreH0EQ0M7bBe28XTB7UDCu5pf8GTDl4kzmHY0BklJdJNSk2mGQREREZs0Y83nqYhhLW++Pf3MnTO0biKl9A5FXVIY9Kbn49vhVpGTfVStnJQB927SASxNbPKhUwMaa2XnMBYMkIiIya7oGODWVU2bfziksM+q8JF17fzxcHPBcD38818MfP5y6hgU7L6CkvGrzXIUIxF+6ifhLN+HqaIvIEE9Et/dE3+AWcLC1NmJrzUd9JxU1FIMkIiIya8oAR9OQmy7zeZT7x03beAYCqmffFlG1rUhFpYjPD6RpbVNzJzv8fVQHvbNk707OxtwfkjQGagWlFfjfmev435nraGJrjb7B7hjcTo7IR1bKNXQNKes4tyUxELclISKqP4t/TsF/DmVInhMAnfd/0/YFXakQ0fuj/TX2OLk52eLY21Gws9FvWExZd03zq9ycbDEizAd7U3KRVXBPddzaSkD3Vm6Ibu+JQe3l8HFtotdnmwtNqxSVfUh1tY/fo/T5/maQZCAGSURE9UNbfqOX+wbg7aHtdK5P21CPtv3eDP0iT0jPx/gvj2ktt2lKD/Ro7YYLN4qwJyUXe/5cKfeoDj4uGNxOjsHtPdHW0xmCYH5DVY/TFiQqewSPzBtYp0Nv+nx/c7iNiIjMlrb8RgKAH89l482YUJ2/WJXZtzVR7vf2eI+TvJZDQvpMQBcEAR18ZOjgI8OcQcHIzC/FnpQc7EnJxakrt5GcVYTkrCJ8svcSfN2aYHA7OQa188QT/s3MduJ3Q8w6ziCJiIjMlqm+WB/f780Yk4trMwHdr7kjXurTGi/1aY384nLs+z0Pey7k4PDlW7h2+x7WHMnAmiMZaOZoi4EhnhjUzhN9g93haGc+X/MNMeu4+fz0iIiIHmPKL1ZrKwHdA9xUgdKJjNu1CpS0rbDTNaFk86b2eOYJXzzzhC9K7z/AoUu3sDclF/t/z8WdRyZ+V22R4o5B7TwRGepZtbGvCRljlWJ9M2mf3KFDhzB8+HB4e3tDEARs375d7bwgCJKvZcuWaaxz8eLF6NatG5ydneHh4YHY2Fikpqaqlenfv3+1Ol955ZW6uEUiIqoFU36x7k7ORu+P9mP8l8cwc3Mixn95DL0/2o/dydkG1adcYQc8nN+kpHyvb0JJRzsbxHSQY/kzYTj5bhQ2T+2Byb0D4OfmiPIHCsRdzMO8/51Ht7/HYcyqo1gVn460vGKD2l9byiBR090JqJpEb05Zx00aJJWUlCAsLAwrV66UPJ+dna32Wrt2LQRBwJgxYzTWefDgQUyfPh3Hjh3D3r17UVFRgcGDB6OkpESt3JQpU9TqXrp0qVHvjYiIas9UX6zKyduPD/Up94ozNFBSzneSy9SDOrnModYru2ysrdCjdXPM/0s7HJzbH7tn9cHrg4LRqaUMogicvnoHH+3+HVGfHMTAj+Pxj58v4uSV26hU1M/6rboIEuua2axuEwQB27ZtQ2xsrMYysbGxuHv3Lvbt26dzvTdv3oSHhwcOHjyIvn37AqjqSercuTNWrFhhcHu5uo2IqH7U1WozTepjFVZ9J1PMLryHuIt52JuSi4T0W2pbpLg52WFgiAcGtfNEnzZ1P4/J1HmSLHJ1W25uLnbt2oUNGzbodV1hYSEAwM1N/f8yvvnmG2zcuBFyuRzDhw/H/Pnz4ejoqLGe8vJylJeXq94XFRXp1Q4iIjJMXa0206Q+JotrW2FnbF6yJni+hz+e7+GPu2UVf85jysH+3/Nwu+Q+fjh9HT+cvg47Gyv0DnJHVKgnIkM94Oli/GHMupgUX1caTJC0YcMGODs7Y/To0Tpfo1AoMGvWLPTq1QsdOnRQHX/22Wfh7+8Pb29vJCUlYd68eUhNTcXWrVs11rV48WIsXLiwVvdARESGqc8v1oa4Cksfzg62GNbJC8M6eaGiUoGTV25jb0ou9qbk4vqde9j/ex72/54HbAPCWsoQFeqJqHaeCJEbLx9TfQeJhmoww20hISEYNGgQPvvsM53rnDZtGn755RccOXIELVu21Fhu//79iIyMRFpaGgIDAyXLSPUk+fr6criNiMjC6JP0sSF80etKFEVcyi1G3MWqgCnxWoHaeR/XJn+ulPNAREBzvTOOmwuLG247fPgwUlNT8d133+l8zYwZM/DTTz/h0KFDNQZIABAREQEANQZJ9vb2sLc37fJJIiKqe8Zaqt/QCIKAtnJntJU7Y/qAIOQVlWH/73mIu5iLw5dvIavgHtYfvYL1R6/A2d4Gfdu2QFSoBwa0tZx95R7XIIKkNWvWIDw8HGFhYVrLiqKIV199Fdu2bUN8fDwCAgK0XpOYmAgA8PIyr431iIio/mnbDBcwv1VYdcHDxQHjuvthXHc/3LtficOXb2LfxTzs+z0Xt4rvY1dSNnYlZcPaSkC4fzMM+nMeU+sWTU3ddKMx6XBbcXEx0tKqdlvu0qULPvnkEwwYMABubm7w8/MDUNUt5uXlheXLl0vmMoqMjMSoUaMwY8YMAMBf//pXfPvtt9ixYwfatm2rKieTydCkSROkp6fj22+/xdChQ9G8eXMkJSVh9uzZaNmyJQ4ePKhz27m6jYjIspl6FZa5UihEnLtegH0Xq3qZHt9XrrW7EyJDPRAZap7bpDSYDW7j4+MxYMCAascnTZqE9evXAwC++OILzJo1C9nZ2ZDJZNXKtmrVCi+88AI++OADANA4qWzdunV44YUXcO3aNTz33HNITk5GSUkJfH19MWrUKLz33nt6BTsMkoiILF99L9VviK7dLsW+i7nY93sejv2Rr5ZewMXBBv3beiAy1AP9gz0gc7Stsa77DxT4OuEKrt4uhb+bI57v2croc58aTJDUkDFIIiIiUne3rAKHL99C3MVcHPg9D3dKK1TnrK0EPOHfTJVe4PFhucU/p+DLwxl4NLellQBM6ROAt4e2M1obGSTVAwZJRERk6WrTk1apEHE28w7iLuZh/++5uJSrvh1Ka3cnDAzxwMBQD+y/mIv/Hrmisa6X+xovUGKQVA8YJBERkSUz9pyszPxS7Ps9F/su5uF4hvqwnDZWAvD7oiFGGXpjkFQPGCQREZGlUm4F83iAYKytYO6WVeDI5VvY93sefj6fjdL7lVqvmT8sFJP7tDb4M5X0+f42rynnREREZFKVChELd6ZI5ohSHlu4M6VWG+M6O9hiSEcvfPx0GMZ09dHpmkOXbxr8eYZikEREREQq+uxdZwytmjvpVO5sZkGtAjNDMEgiIiIilfreu+75nq2gy5ZwRWUPjBaY6YpBEhEREal4ODsYtZw2djZWGNi2hU5l63tTYQZJREREpKLcu05T546AqlVuxty77qU+0vumPs5YgZmuGCQRERGRinLvOgDVAqW62rtOGZhpUheBmS4YJBEREZGamA5eWPVcV8gfC1zkModaL/+XogzMBNRfYKYL5kkyEPMkERGRpavvvevqY1NhJpOsBwySiIiIjK+uAzN9vr9tjPapRERERLVkbSWgZ2BzUzcDAOckEREREUlikEREREQkgUESERERkQQGSUREREQSGCQRERERSWCQRERERCSBQRIRERGRBAZJRERERBIYJBERERFJYMZtAyl3cykqKjJxS4iIiEhXyu9tXXZlY5BkoLt37wIAfH19TdwSIiIi0tfdu3chk8lqLMMNbg2kUChw48YNODs7QxCMuyNyUVERfH19ce3aNYvbPNeS7w3g/TVklnxvAO+vIbPkewPq//5EUcTdu3fh7e0NK6uaZx2xJ8lAVlZWaNmyZZ1+houLi0X+QQCWfW8A768hs+R7A3h/DZkl3xtQv/enrQdJiRO3iYiIiCQwSCIiIiKSwCDJDNnb22PBggWwt7c3dVOMzpLvDeD9NWSWfG8A768hs+R7A8z7/jhxm4iIiEgCe5KIiIiIJDBIIiIiIpLAIImIiIhIAoMkIiIiIgkMkkxk5cqVaNWqFRwcHBAREYETJ07UWH7Lli0ICQmBg4MDOnbsiJ9//rmeWqq7xYsXo1u3bnB2doaHhwdiY2ORmppa4zXr16+HIAhqLwcHh3pqsX4++OCDam0NCQmp8ZqG8NyUWrVqVe3+BEHA9OnTJcub87M7dOgQhg8fDm9vbwiCgO3bt6udF0UR77//Pry8vNCkSRNERUXh8uXLWuvV9++2rtR0fxUVFZg3bx46duwIJycneHt7Y+LEibhx40aNdRry+11XtD2/F154oVpbY2JitNZrDs9P271J/Q0KgoBly5ZprNOcnp0u3wNlZWWYPn06mjdvjqZNm2LMmDHIzc2tsV5D/2Zri0GSCXz33XeYM2cOFixYgDNnziAsLAzR0dHIy8uTLH/06FGMHz8ekydPxtmzZxEbG4vY2FgkJyfXc8trdvDgQUyfPh3Hjh3D3r17UVFRgcGDB6OkpKTG61xcXJCdna16Xb16tZ5arL/27durtfXIkSMayzaU56Z08uRJtXvbu3cvAODpp5/WeI25PruSkhKEhYVh5cqVkueXLl2Kf/3rX1i9ejWOHz8OJycnREdHo6ysTGOd+v7d1qWa7q+0tBRnzpzB/PnzcebMGWzduhWpqakYMWKE1nr1+f2uS9qeHwDExMSotXXTpk011mkuz0/bvT16T9nZ2Vi7di0EQcCYMWNqrNdcnp0u3wOzZ8/Gzp07sWXLFhw8eBA3btzA6NGja6zXkL9ZoxCp3nXv3l2cPn266n1lZaXo7e0tLl68WLL8M888Iw4bNkztWEREhPjyyy/XaTtrKy8vTwQgHjx4UGOZdevWiTKZrP4aVQsLFiwQw8LCdC7fUJ+b0syZM8XAwEBRoVBInm8ozw6AuG3bNtV7hUIhyuVycdmyZapjBQUFor29vbhp0yaN9ej7d1tfHr8/KSdOnBABiFevXtVYRt/f7/oidX+TJk0SR44cqVc95vj8dHl2I0eOFAcOHFhjGXN9dqJY/XugoKBAtLW1Fbds2aIqc/HiRRGAmJCQIFmHoX+zxsCepHp2//59nD59GlFRUapjVlZWiIqKQkJCguQ1CQkJauUBIDo6WmN5c1FYWAgAcHNzq7FccXEx/P394evri5EjR+LChQv10TyDXL58Gd7e3mjdujUmTJiAzMxMjWUb6nMDqn5PN27ciBdffLHGDZwb0rNTysjIQE5OjtqzkclkiIiI0PhsDPm7NSeFhYUQBAGurq41ltPn99vU4uPj4eHhgbZt22LatGnIz8/XWLahPr/c3Fzs2rULkydP1lrWXJ/d498Dp0+fRkVFhdqzCAkJgZ+fn8ZnYcjfrLEwSKpnt27dQmVlJTw9PdWOe3p6IicnR/KanJwcvcqbA4VCgVmzZqFXr17o0KGDxnJt27bF2rVrsWPHDmzcuBEKhQJPPvkkrl+/Xo+t1U1ERATWr1+P3bt3Y9WqVcjIyECfPn1w9+5dyfIN8bkpbd++HQUFBXjhhRc0lmlIz+5Ryp+/Ps/GkL9bc1FWVoZ58+Zh/PjxNW4equ/vtynFxMTgq6++wr59+/DRRx/h4MGDGDJkCCorKyXLN9Tnt2HDBjg7O2sdijLXZyf1PZCTkwM7O7tqAbu270BlGV2vMRabOq2dGq3p06cjOTlZ67h4z5490bNnT9X7J598EqGhofjPf/6DRYsW1XUz9TJkyBDVv3fq1AkRERHw9/fH999/r9P/6TUka9aswZAhQ+Dt7a2xTEN6do1VRUUFnnnmGYiiiFWrVtVYtiH9fo8bN0717x07dkSnTp0QGBiI+Ph4REZGmrBlxrV27VpMmDBB64IIc312un4PmDP2JNUzd3d3WFtbV5vJn5ubC7lcLnmNXC7Xq7ypzZgxAz/99BMOHDiAli1b6nWtra0tunTpgrS0tDpqnfG4uroiODhYY1sb2nNTunr1KuLi4vDSSy/pdV1DeXbKn78+z8aQv1tTUwZIV69exd69e2vsRZKi7ffbnLRu3Rru7u4a29oQn9/hw4eRmpqq998hYB7PTtP3gFwux/3791FQUKBWXtt3oLKMrtcYC4OkemZnZ4fw8HDs27dPdUyhUGDfvn1q/1f+qJ49e6qVB4C9e/dqLG8qoihixowZ2LZtG/bv34+AgAC966isrMT58+fh5eVVBy00ruLiYqSnp2tsa0N5bo9bt24dPDw8MGzYML2uayjPLiAgAHK5XO3ZFBUV4fjx4xqfjSF/t6akDJAuX76MuLg4NG/eXO86tP1+m5Pr168jPz9fY1sb2vMDqnpzw8PDERYWpve1pnx22r4HwsPDYWtrq/YsUlNTkZmZqfFZGPI3azR1Oi2cJG3evFm0t7cX169fL6akpIhTp04VXV1dxZycHFEURfH5558X33rrLVX53377TbSxsRE//vhj8eLFi+KCBQtEW1tb8fz586a6BUnTpk0TZTKZGB8fL2ZnZ6tepaWlqjKP39vChQvFX3/9VUxPTxdPnz4tjhs3TnRwcBAvXLhgiluo0euvvy7Gx8eLGRkZ4m+//SZGRUWJ7u7uYl5eniiKDfe5PaqyslL08/MT582bV+1cQ3p2d+/eFc+ePSuePXtWBCB+8skn4tmzZ1Wru5YsWSK6urqKO3bsEJOSksSRI0eKAQEB4r1791R1DBw4UPzss89U77X93ZrL/d2/f18cMWKE2LJlSzExMVHtb7G8vFzj/Wn7/TaX+7t79674xhtviAkJCWJGRoYYFxcndu3aVWzTpo1YVlam8f7M5flp+90URVEsLCwUHR0dxVWrVknWYc7PTpfvgVdeeUX08/MT9+/fL546dUrs2bOn2LNnT7V62rZtK27dulX1Xpe/2brAIMlEPvvsM9HPz0+0s7MTu3fvLh47dkx1rl+/fuKkSZPUyn///fdicHCwaGdnJ7Zv317ctWtXPbdYOwCSr3Xr1qnKPH5vs2bNUv0cPD09xaFDh4pnzpyp/8brYOzYsaKXl5doZ2cn+vj4iGPHjhXT0tJU5xvqc3vUr7/+KgIQU1NTq51rSM/uwIEDkr+LyvYrFApx/vz5oqenp2hvby9GRkZWu2d/f39xwYIFasdq+rutTzXdX0ZGhsa/xQMHDqjqePz+tP1+16ea7q+0tFQcPHiw2KJFC9HW1lb09/cXp0yZUi3YMdfnp+13UxRF8T//+Y/YpEkTsaCgQLIOc352unwP3Lt3T/zrX/8qNmvWTHR0dBRHjRolZmdnV6vn0Wt0+ZutC8KfjSEiIiKiR3BOEhEREZEEBklEREREEhgkEREREUlgkEREREQkgUESERERkQQGSUREREQSGCQRERERSWCQRERERCSBQRIRma1WrVphxYoVpm5Gvenfvz9mzZpl6mYQ0Z8YJBER6WDTpk2wtrbG9OnTTd0UIqonDJKIiHSwZs0avPnmm9i0aRPKyspM3RwiqgcMkojIZPr3748ZM2ZgxowZkMlkcHd3x/z58/HolpKlpaV48cUX4ezsDD8/P3zxxRdqdcybNw/BwcFwdHRE69atMX/+fFRUVKjOnzt3DgMGDICzszNcXFwQHh6OU6dOqc4fOXIEffr0QZMmTeDr64vXXnsNJSUlap+RkZGBo0eP4q233kJwcDC2bt2qdn79+vVwdXXFr7/+itDQUDRt2hQxMTHIzs5WlXnw4AFee+01uLq6onnz5pg3bx4mTZqE2NhYjT+f8vJyvPHGG/Dx8YGTkxMiIiIQHx+vz4+YiGqBQRIRmdSGDRtgY2ODEydO4NNPP8Unn3yC//73v6rzy5cvxxNPPIGzZ8/ir3/9K6ZNm4bU1FTVeWdnZ6xfvx4pKSn49NNP8eWXX+Kf//yn6vyECRPQsmVLnDx5EqdPn8Zbb70FW1tbAEB6ejpiYmIwZswYJCUl4bvvvsORI0cwY8YMtTauW7cOw4YNg0wmw3PPPYc1a9ZUu4/S0lJ8/PHH+Prrr3Ho0CFkZmbijTfeUJ3/6KOP8M0332DdunX47bffUFRUhO3bt9f4s5kxYwYSEhKwefNmJCUl4emnn0ZMTAwuX76s18+YiAwkEhGZSL9+/cTQ0FBRoVCojs2bN08MDQ0VRVEU/f39xeeee051TqFQiB4eHuKqVas01rls2TIxPDxc9d7Z2Vlcv369ZNnJkyeLU6dOVTt2+PBh0crKSrx3754oiqJYWVkp+vr6itu3bxdFURRv3rwp2tnZiX/88YfqmnXr1okAxLS0NNWxlStXip6enqr3np6e4rJly1TvHzx4IPr5+YkjR45U+3nMnDlTFEVRvHr1qmhtbS1mZWWptS8yMlJ8++23Nd4/ERkPe5KIyKR69OgBQRBU73v27InLly+jsrISANCpUyfVOUEQIJfLkZeXpzr23XffoVevXpDL5WjatCnee+89ZGZmqs7PmTMHL730EqKiorBkyRKkp6erzp07dw7r169H06ZNVa/o6GgoFApkZGQAAPbu3YuSkhIMHToUAODu7o5BgwZh7dq1avfh6OiIwMBA1XsvLy9VOwsLC5Gbm4vu3burzltbWyM8PFzjz+X8+fOorKxEcHCwWvsOHjyodg9EVHdsTN0AIqKaKIfGlARBgEKhAAAkJCRgwoQJWLhwIaKjoyGTybB582YsX75cVf6DDz7As88+i127duGXX37BggULsHnzZowaNQrFxcV4+eWX8dprr1X7XD8/PwBVE7Zv376NJk2aqM4pFAokJSVh4cKFsLKy0thO8ZG5VfoqLi6GtbU1Tp8+DWtra7VzTZs2NbheItIdgyQiMqnjx4+rvT927BjatGlTLTCQcvToUfj7++Pdd99VHbt69Wq1csHBwQgODsbs2bMxfvx4rFu3DqNGjULXrl2RkpKCoKAgyfrz8/OxY8cObN68Ge3bt1cdr6ysRO/evbFnzx7ExMRobadMJoOnpydOnjyJvn37quo4c+YMOnfuLHlNly5dUFlZiby8PPTp00frZxCR8TFIIiKTyszMxJw5c/Dyyy/jzJkz+Oyzz9R6gmrSpk0bZGZmYvPmzejWrRt27dqFbdu2qc7fu3cPc+fOxVNPPYWAgABcv34dJ0+exJgxYwBUrYzr0aMHZsyYgZdeeglOTk5ISUnB3r178fnnn+Prr79G8+bN8cwzz6gNCQLA0KFDsWbNGp2CJAB49dVXsXjxYgQFBSEkJASfffYZ7ty5U61epeDgYEyYMAETJ07E8uXL0aVLF9y8eRP79u1Dp06dMGzYMJ0+l4gMxyCJiExq4sSJuHfvHrp37w5ra2vMnDkTU6dO1enaESNGYPbs2ZgxYwbKy8sxbNgwzJ8/Hx988AGAqnk/+fn5mDhxInJzc+Hu7o7Ro0dj4cKFAKrmOx08eBDvvvsu+vTpA1EUERgYiLFjxwIA1q5di1GjRkkGMmPGjMHzzz+PW7du6dTWefPmIScnBxMnToS1tTWmTp2K6OjoGnvM1q1bhw8//BCvv/46srKy4O7ujh49euAvf/mLTp9JRLUjiLUZNCciqoX+/fujc+fOjWrrESWFQoHQ0FA888wzWLRokambQ0QS2JNERFQPrl69ij179qBfv34oLy/H559/joyMDDz77LOmbhoRacAUAERE9cDKygrr169Ht27d0KtXL5w/fx5xcXEIDQ01ddOISAMOtxERERFJYE8SERERkQQGSUREREQSGCQRERERSWCQRERERCSBQRIRERGRBAZJRERERBIYJBERERFJYJBEREREJOH/AebnUWqt9sVBAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63316.0 63317.0 89 1 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.42001142] mag\n", + "[ True]\n", + "save data/outlier_6098332225018000_63316\n", + "plots/phase_curve_6098332225018000_63316.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63335.0 63336.0 89 1 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.47990554] mag\n", + "[ True]\n", + "save data/outlier_6098332225018000_63335\n", + "plots/phase_curve_6098332225018000_63335.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63367.0 63368.0 89 1 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.50473839] mag\n", + "[ True]\n", + "save data/outlier_6098332225018000_63367\n", + "plots/phase_curve_6098332225018000_63367.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63447.0 63448.0 89 1 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", + "[-1.54572707] mag\n", + "[ True]\n", + "save data/outlier_6098332225018000_63447\n", + "plots/phase_curve_6098332225018000_63447.png\n" + ] + }, + { + "data": { + "image/png": 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", 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JYQAiIiIiyWEAIiIiIslhACIiIiLJYQAiIiIiyXGz5KTvv/9e53FBEODl5YVWrVohKiqqThUjIiIishWLAtDIkSMhCAJEUdQ6rj4mCAJ69+6NrVu3IiAgwCoVJSIiIrIWi7rAdu3ahYSEBOzatQvFxcUoLi7Grl270L17d/zwww84ePAgCgoK8Prrr1u7vkRERER1ZlEL0KxZs/DZZ5/h0Ucf1RwbMGAAvLy8MG3aNFy4cAEfffQRnn/+eatVlIiIiMhaLGoBSk9Ph5+fX63jfn5+uHr1KgCgdevWyM/Pr1vtiIiIiGzAogAUHx+POXPm4Pbt25pjt2/fxl//+lckJCQAAC5fvgy5XG6dWhIRERFZkUVdYKtWrcKIESPQvHlzTcjJzs5GdHQ0vvvuOwBAWVkZ/va3v1mvpkRERERWIog1p3KZSKlUYufOnfjtt98AAG3btsUTTzwBFxfnX1qopKQEMpkMxcXFOrv6iIiIyPGY8/1tcQBqyBiAiIiInI85398WdYEBQHl5OQ4cOICsrCzcu3dP672XX37Z0ssSERER2ZxFAej06dMYMmQIKioqUF5ejsDAQOTn58Pb2xvBwcEMQEREROTQLBqw8+qrr2LYsGEoKipCo0aNcOzYMWRmZiI+Ph7vv/++tetIREREZFUWBaDU1FS89tprcHFxgaurKyorKyGXy7FkyRLMnz/f2nUkIiIisiqLApC7u7tmtldwcDCysrIAADKZDNnZ2darHREREZENWDQGKDY2FidOnEDr1q3x+OOP46233kJ+fj7WrVuHjh07WruORERERFZlUQvQP/7xD4SFhQEA/v73vyMgIADTp0/H7du38dlnn1m1gkRERETWxnWAdOA6QERERM7HnO9v51+2mYiIiMhMFgWggoICzJgxAx06dEBQUBACAwO1fkx18OBBDBs2DOHh4RAEAVu3bq1V5uLFixg+fDhkMhl8fHyQkJCgGXStz+bNm9GuXTt4eXmhU6dO+PHHH829RSIiImrALBoEPXHiRFy5cgVTpkxBSEgIBEGw6MPLy8sRExOD559/HqNHj671fnp6Onr37o0pU6Zg0aJF8PPzw4ULF+Dl5aX3mkePHsX48eORlJSEp556Cl9//TVGjhyJlJQUDtAmIiIiABaOAfL19cXhw4cRExNjvYoIArZs2YKRI0dqjj399NNwd3fHunXrTL7OuHHjUF5ejh9++EFzrEePHujSpQtWrlyp85zKykpUVlZqXpeUlEAul3MMEBERkROx+Rigdu3a4c6dOxZVzlRKpRLbt29HmzZtMGjQIAQHB6N79+46u8mqS05OxsCBA7WODRo0CMnJyXrPSUpKgkwm0/zI5XJr3AIRERE5KIsC0L///W+8+eabOHDgAAoKClBSUqL1Yw23bt1CWVkZ3n33XSQmJmLnzp0YNWoURo8ejQMHDug9Lzc3FyEhIVrHQkJCkJubq/ecefPmobi4WPPDxRyJiIgaNovGAPn7+6OkpAT9+/fXOi6KIgRBQFVVVZ0rplQqAQAjRozAq6++CgDo0qULjh49ipUrV+Lxxx+v82eoeXp6wtPT02rXIyIiIsdmUQCaMGEC3N3d8fXXX9dpELQhQUFBcHNzQ4cOHbSOt2/fHocPH9Z7XmhoKPLy8rSO5eXlITQ01Op1JCIiIudkUQA6f/48Tp8+jbZt21q7PhoeHh5ISEjApUuXtI7/9ttviIyM1Htez549sWfPHrzyyiuaY7t27ULPnj1tVVUiIiJyMhYFoK5duyI7O7vOAaisrAxXrlzRvM7IyEBqaioCAwMRERGBOXPmYNy4cXjsscfQr18/7NixA9u2bcP+/fs150yaNAnNmjVDUlISAGDWrFl4/PHH8cEHH2Do0KHYuHEjTp48yS06iIiISMOiafCbN2/G22+/jTlz5qBTp05wd3fXer9z584mXWf//v3o169freOTJ0/G2rVrAQCrV69GUlISrl+/jrZt22LRokUYMWKEpmzfvn3RokULTXl1/f72t7/h2rVraN26NZYsWYIhQ4aYfH/cCoOIiMj5mPP9bVEAcnGpPXlMEASrDoK2JwYgIiIi52PO97dFXWAZGRkWVYyIiIjIEVgUgAwNQq5u6NCh+OKLLxAWFmbJxxARERHZhE13gz948KDNV4wmIiIiMpdNAxARERGRI2IAIiIiIslhACIiIiLJYQAiIiIiyWEAIiIiIsmxaQCaP38+AgMDbfkRRERERGYzeSXo77//3uSLDh8+3OIKOQKuBE1EROR8bLIS9MiRI7Veq7e+qP5azdm3wiAiIqKGzeQuMKVSqfnZuXMnunTpgp9++gkKhQIKhQI//vgj4uLisGPHDlvWl4iIiKjOLNoK45VXXsHKlSvRu3dvzbFBgwbB29sb06ZNw8WLF61WQSIiIiJrs2gQdHp6Ovz9/Wsdl8lkuHbtWh2rRERERGRbFgWghIQEzJ49G3l5eZpjeXl5mDNnDrp162a1yhERERHZgkUBaPXq1cjJyUFERARatWqFVq1aISIiAjdu3MCqVausXUciIiIiq7JoDFCrVq1w9uxZ7Nq1C7/++isAoH379hg4cKDWbDAiIiIiR2TyOkD63L17F56eng0q+HAdICIiIudjzve3RV1gSqUSixcvRrNmzdC4cWNkZGQAABYsWMAuMCIiInJ4FgWgd955B2vXrsWSJUvg4eGhOd6xY0d88cUXVqscERERkS1YFIC++uorfPbZZ5gwYQJcXV01x2NiYjRjgoiIiIgclUUB6MaNG2jVqlWt40qlEvfv369zpYiIiIhsyaIA1KFDBxw6dKjW8f/+97+IjY2tc6WIiIiIbMmiafBvvfUWJk+ejBs3bkCpVOLbb7/FpUuX8NVXX+GHH36wdh2JiIiIrMqiFqARI0Zg27Zt2L17N3x8fPDWW2/h4sWL2LZtG5544glr15GIiIjIquq8DlBDxHWAiIiInI/N1wE6ceIEfvnll1rHf/nlF5w8edKSSxIRERHVG4sC0IwZM5CdnV3r+I0bNzBjxow6V4qIiIjIliwKQGlpaYiLi6t1PDY2FmlpaXWuFBEREZEtWRSAPD09kZeXV+t4Tk4O3NwsmlhGREREVG8sCkBPPvkk5s2bh+LiYs0xhUKB+fPncxYYEREROTyLmmvef/99PPbYY4iMjNQsfJiamoqQkBCsW7fOqhUkIiIisjaLAlCzZs1w9uxZ/Oc//8GZM2fQqFEjPPfccxg/fjzc3d2tXUciIiIiq7J4wI6Pjw+mTZtmzbpIwt37VXARBHi4WdT7SERERFZgUQD66quvDL4/adIkiyrT0F0vqsD09SnoIvfH4pEd7V0dIiIiybIoAM2aNUvr9f3791FRUQEPDw94e3szAOlx5VYZzt8sxrkbxYiL9Meo2Ob2rhIREZEkWdQPU1RUpPVTVlaGS5cuoXfv3tiwYYO169hg9G0bjJf7twYAzPv2HC7mlNi5RkRERNJktYEorVu3xrvvvlurdYi0zRrQGo+3aYq795V4af0pFN+5b+8qERERSY5VR+K6ubnh5s2b1rxkg+PiIuCjcV3QzL8RMgsq8No3Z6BUcj9aIiKi+mTRGKDvv/9e67UoisjJycGyZcvQq1cvq1SsIQvw8cDKZ+IxZuVR7L6YhxUH0jGjXyt7V4uIiEgyBFEUzW5+cHHRbjgSBAFNmzZF//798cEHHyAsLMxqFbSHkpISyGQyFBcXw8/Pz2afs+lEFub+7xxcBOCr57ujd+sgm30WERFRQ2fO97dFLUBKpdKiipG2cQkRSMlUYNPJbLy88TR++EtvhPs3sne1iIiIGjyuxmdni0Y8go7N/FBYfg/T/5OCygdV9q4SERFRg2dyC9Ds2bNNvuiHH35oUWWkyMvdFSsmxGPYssM4k63A4h/S8M7ITvauFhERUYNmcgA6ffq01uuUlBQ8ePAAbdu2BQD89ttvcHV1RXx8vHVrKAHyQG98NK4Lnlt7AuuPZSEuIgCj47hIIhERka2YHID27dun+e8PP/wQvr6++PLLLxEQEABAtTjic889hz59+li/lhLQt20wZg1ojY92X8b8LefQLtQPHcJtNwCbiIhIyiyaBdasWTPs3LkTjzzyiNbx8+fP48knn3T6tYDqaxZYTUqliOe/PIH9l25DHtgIG6b2QPMA73r7fCIiImdmzve3RYOgS0pKcPv27VrHb9++jdLSUksuSfh9kcSIQG9kF97BH1Yk43Ief59ERETWZlEAGjVqFJ577jl8++23uH79Oq5fv47//e9/mDJlCkaPHm3tOkqKv7cHNr3YA62DGyO35C7++GkyTmcV2btaREREDYpFXWAVFRV4/fXXsXr1aty/r9rLys3NDVOmTMHSpUvh4+Nj9YrWJ3t1gVVXVH4Pz609gdRsBbw9XPHpxHj0ad3ULnUhIiJyBuZ8f1sUgNTKy8uRnp4OAGjZsqXTBx81RwhAAFBe+QAvrT+FQ5fz4e4q4KNxsRja2blX2SYiIrIVm48BUsvJyUFOTg5at24NHx8f1CFLkQ4+nm5YNTkBT3UOw/0qETM3pGD9sUx7V4uIiMjpWRSACgoKMGDAALRp0wZDhgxBTk4OAGDKlCl47bXXrFpBqfNwc8HHT8diQvcIiCLwt63nsWzvZYZNIiKiOrAoAL366qtwd3dHVlYWvL1/n6Y9btw47Nixw2qVIxVXFwHvjOyIl/urdox/f+dvWPzDRSiVDEFERESWsGgz1J07d+Lnn39G8+baqxW3bt0amZnsorEFQRAw+8m28Pf2wP/9kIbVRzJQVHEP74zsCB9Pix4jERGRZFnUAlReXq7V8qNWWFgIT0/POleK9Hu+dxT+OS4Gri4Ctpy+gX7v78fmk9lsDSIiIjKDRQGoT58++OqrrzSvBUGAUqnEkiVL0K9fP6tVjnQbFdsca59LQESgN26VVmLOf89ixPIjOJ5RaJXrVylFJKcX4LvUG0hOL0AVwxURETUwFk2Dv3DhAvr374+4uDjs3bsXw4cPx4ULF1BYWIgjR46gZcuWtqhrvXGUafDGVD6owtoj1/DJ3isoq3wAABjSKRTzBreHPNCyLTR2nM/Bom1pyCm+qzkWJvPCwmEdkNiRU/CJiMhx2XQdoPv37yMxMRFJSUnYtWsXzpw5g7KyMsTFxWHGjBkIC3P+L0lnCUBq+WWV+HDXb9h4PAtKEfBwdcHzvaMwo19L+Hq5m3ydHedzMH19Cmr+gxAe/u+KZ+IYgoiIyGHZfCHEpk2b4ujRo2jdurXFlXRkzhaA1H7NLcHiH9Jw5EoBACCosQdee7ItxnaVw9VFMHhulVJE7/f2arX8VCcACJV54fDc/kavRUREZA82XwjxmWeewapVqyyqHNlOu1A/rJ/SHV9M6oqoIB/kl93DvG/PYdBHB7HjfI7BtYOOZxTqDT8AIALIKb5rtXFGRERE9mRRAHrw4AFWrFiBrl274sUXX8Ts2bO1fkx18OBBDBs2DOHh4RAEAVu3bq1V5uLFixg+fDhkMhl8fHyQkJCArKwsvddcu3YtBEHQ+vHy8rLkNp2SIAgY2CEEP7/yGBY81QH+3u64cqsML61PwYjlR3Do8m2dQehWqf7wY0k5IiIiR2bRAjLnz59HXFwcAOC3337Tek8QTO8eKS8vR0xMDJ5//nmdu8inp6ejd+/emDJlChYtWgQ/Pz9cuHDBaKDx8/PDpUuXLKpTQ+Hh5oIpvaPwx67N8cXBq/jicAbOXi/GxFXH0SM6EH9NbIe4iABN+WBf00KiqeWIiIgcmUUBaN++fVb58MGDB2Pw4MF633/zzTcxZMgQLFmyRHPMlBlmgiAgNDTU5HpUVlaisrJS87qkpMTkcx2dn5c7Zj/ZFpMebYF/70vH+mOZOHa1EKP/fRQD24fg9UFt0C7UD92iAhEm8zLYDQaodqknIiJydnXaDNWWlEoltm/fjjZt2mDQoEEIDg5G9+7ddXaT1VRWVobIyEjI5XKMGDECFy5cMFg+KSkJMplM8yOXy610F44jqLEn3hrWAfvm9MW4rnK4CMDui3kY/PEhvLLxNLILK7BgaHuj11m8PU1rXSCuGURERM7IollgtiAIArZs2YKRI0cCAHJzcxEWFgZvb2+888476NevH3bs2IH58+dj3759ePzxx3VeJzk5GZcvX0bnzp1RXFyM999/HwcPHsSFCxdqbd2hpqsFSC6XO90sMHOk3y7Dhzt/w/Zzqo1sXQSgV8sgHLqSb/TcBUPb49leUdiVlss1g4iIyGHYfBq8LdQMQDdv3kSzZs0wfvx4fP3115pyw4cPh4+PDzZs2GDSde/fv4/27dtj/PjxWLx4sUnnOOs0eEucv1GMD3f9hr2/3jLrPH9vdygq7tc6zjWDiIjIXmw+Db4+BAUFwc3NDR06dNA63r59e4OzwGpyd3dHbGwsrly5Yu0qNggdm8mw+tkEfD+zF+IjA4yf8JCu8AOopsuLABZtS2N3GBEROSyHDUAeHh5ISEjQms0FqGadRUZGmnydqqoqnDt3rkGsUG1LnZv745sXe8LPyzo7y3PNICIicmTW+bazUFlZmVbLTEZGBlJTUxEYGIiIiAjMmTMH48aNw2OPPaYZA7Rt2zbs379fc86kSZPQrFkzJCUlAQD+7//+Dz169ECrVq2gUCiwdOlSZGZm4oUXXqjv23M6ri4C/hDfHKuPXLPK9Xal5aJnyyZWuRYREZE12bUF6OTJk4iNjUVsbCwAYPbs2YiNjcVbb70FABg1ahRWrlyJJUuWoFOnTvjiiy/wv//9D71799ZcIysrCzk5OZrXRUVFmDp1Ktq3b48hQ4agpKQER48erdWVRro90cH05QOM+S71pt5uMM4eIyIie3KYQdCOREqDoGsytieYuTZM7YGeLZugSinieEYhbpXexbX8cmw4noXckt9n3nH2GBER1ZU539927QIjx+PqImDhsA54aX2KVa6XW3wHO87n4O3v05Bboj9U5RbfxUvrU/DqwNZoEeSDYF8vdIsK5MarRERkEwxAVEtixzC8OrAN/rn7N+OFjThyJR//TblhtJy6GfKfuy9rjrFViIiIbMVhZ4GRfc3s3wqhfp51vs62sznGC+mRW3wX09enYMd5y69BRESkCwMQ6eTqIuDt4Y9AwO+LG1qi8oHS4nPVrUJcU4iIiKyNAYj0SuwYhhXPxCFUpr0DvL+3O/y93eulDiK4phAREVkfxwCRQYkdw/BEh1DNDC714GQAWLb3staYHVu6VWqdWWlEREQAAxCZwNVF0Lmg4ayBbVB8577VFk40JMin7uORiIiI1NgFRnVizYUTDXlt8xkOhiYiIqthAKI66RYViDCZV50GSpsir4QzwoiIyHoYgKhO1AsnAnWbLWYMZ4QREZE1MQBRnRmaLQZYLxhxRhgREVkLB0GTVeibLbYrLReLtqVZbW8xALh8q9TgLvPV9x3jlhpERKQLN0PVQcqbodqCOpAcuZKPZfuu1Pl6ggAMaBeMcQkR6Ne2Kdxcf2/I3HE+p1bg4pYaRETSwM1QyaGop9FbYy0fD1cB96pE7L54C7sv3kJQYw+M6NIMY+KaI6uwHNPXp6BmoldvqbHimTiGICIiAsAARPUo2NfLeCE91B1Y/xofi1bBvth8Mhv/S7mO/LJ7WHU4A6sOZ8DNRagVfgDV2CEBwNvfX4CvlzvyyyrZNUZEJHHsAtOBXWC2UaUU0fu9vcgtvqszqFTnIgDVJ3vp6sa6X6XEwd9u438p17HzQh4emDk7jF1jREQNiznf3wxAOjAA2c6O8zmYvj4FAHSGoCm9WmBgh1DERwbgVGaRyQOZv/4lE/O3nDerLuqrsWuMiKhh4BggcljqKfOmDFQ2NNOrpqigxmbXRd01tmhbGp7oEGowYHFmGRFRw8IARPVO35T5ugQK9YrUpnSvVVd9bSF9gYszy4iIGh52genALjDnZKx7zZBRsc3wxuB2CPHz0mrtuZZfgY92/1breuw+IyJyPBwDVEcMQM5LV2uNqQQBaNm0MW6V3EXJ3QfGywMIlXnh8Nz+Oluv2G1GRFS/OAaIJKtm91qQjyde23wGeSX6u8b8vNzQKtgXKVlFuHKrzOTPMtR9xm4zIiLHxr3AqMFRL7w4oksz9GodhLeH696sVXj4s+QPnbH5pZ4I9vW06PNqLvCo7oqr2QqlXpCRO9oTEdkfAxA1ePo2aw2VeWnG8KhajCotun6Qz+/BqUopYtG2NL0LMgLc0Z6IyBGwC4wkwdjMs7ps0/HdmRsIkXmhVXBjHM8oNDj+yJRZZ0REZHsMQCQZ6q4xXeqyTcc3J6/jm5PX0cy/ETqE+Zp0jjX2RSMiIssxABHB8nWEqruhuIMbijsmla1L4CIiorrjGCAiqFqHFg7TPVja2sJkqu43c1UpRSSnF+C71BtITi/gOCIiojpgCxDRQ/q26bA2Py83rD16DQPaBaNFkI9J53BaPRGRdXEhRB24EKK0aa8EXY41RzKguGN8YcSaAn3cUVh+X/PazUWotWN9dFMf9G8bjP7tg5HQIhDurrUbZdXT6rkaNRGRYVwJuo4YgAjQHzxM9c9xXRDq56U16+x6UQV2peVh76+3cDyjUCsQ+Xq54bE2TTGgXTD6tg1GoI8HqpQier+312CLVBMfDxye2x+p2QquOk1EksYAVEcMQGRK8DBmw9QeBqe6l9y9j8OX87Hn4i3su3QLheX3NO8JAhAr90fLpo2x+dR1o58lQHv/M3aPEZEUMQDVEQMQJacXYPznxyw619geYbpUKUWcua7A3ou3sOfXW7iYU2LRZ1evA8DuMSKSFu4FRlRHlq7Tow4eC4d1MKsLytVFQFxEAOIiAvD6oLa4qbiDA7/dxv9OXcfJzCKz6yE+rMuibWl4okMou8OIiGrgNHgiHUxdpyfQx13rdfXtNeoi3L8RxneLwKYXeyLUz7I9yqqvOk1ERNrYAkSkg7GFEdXdXAfm9MOpzCKbDT52dRHw9vBH8NL6FIuvYe1Vp6vPkuOAayJyVgxARDqoF0acvj6l1gDj6t1cHm4uNt/T64kOofD3doei4r7xwjr855csVNyrQp/WQWge4A3A8hDD9YiIqKHgIGgdOAia1BzhC78uA7Jrim7qg8hAb6RmK1BULVCp78nQhrFcj4iIHB1ngdURAxBVZ+8un+9Sb2DWxlSLz/9jfHNk5JfjdLbC6PYZNVuaqgej+Hd26W2FsmTmGxGRtXEWGJEVGdpFvj7UdePU3q2DsPSPMVBU3EO/9/drtfzUVDPg5BbfxfT1KXiqc6jBLrjqA67t+bsiIjIVZ4EROTj1gGxL21XUAepiTqnB8KOL+PBn29lck8pbe8A1EZGtMAAROThLd6oXoL3zfH2Ek7q2VhlSpRSRnF6A71JvIDm9wGh3HhGRIewCI3IC+naqD/B2R1HFfYMz1dRjcmwZTgDV+CF12LI2RxiMTkQNCwdB68BB0OSodA3I3pWWa1I4qFKKBgcy11XHcD+81LclHm0ZhEAfD4uvU/Mei8rvYcbXnH1GRMZxFlgdMQCRszFlppqlAUiAanNWc3qcHgn3w6MtgxDU2AOBPh5oHuBt0uw5XS09LgY+2xqzz+w9y4+IrIezwIgkxpSZasczCi0KPwAwtU8UPjuYAQA6V8ae0a8l7t5X4vDlfFzKK8WFmyW4cFN7Q1dfTzf8uV9LTHuspc6A8ePZm/jz16drHTcUvOo6+4xda0TSxQBEJBGWDIIOrRYGYiMCTAoLm45nYe6352pdq7TyAd7bcQmf7L2C3q2C0OvhT8umPvjpXC5mbqgdfkz10/kcADCr9Ubfwo7qqf/sWiNq2NgFpgO7wKghMnVF6QVD2yPI11Nnd5Cx7qIqpYje7+3VCknGyBq5o/iOdcYlmdp6Y6yeXNiRyDmxC4yIajF1g9dne0Xp/dI31tV2PKPQpPAzrqsc2UUVOJlZZLXwA5jeemOsnlzYkajh4zpARBJhaD0hXdPmLWFqN9ujrZrg66k98PnErhZ/li7qYLdoW5rBdYJ2p3FhRyKpYwAikhD1ekKhMu01gUJlXlYZ82LqWkPqcoo79+r0ebqoW2/WHsnQuWjijvM5WHXkmln1JKKGh11gRBKT2DHM4K7vdWFqN5t6wURbBozF2y9q/rv6pq6LtqUZPbdmPYmo4WELEJEEqcfyjOjSDD1bNrHaQF9zu9lM2edMsELV1GODlu29YtIYJRHA0wkRdf9gInJYDEBEZFXmdLOZss/Zv56ORZisbi1F6k1dVx+5avI5/9z9G3q/txc7Hk6xr4l7kxE5N06D14HT4InqzpwVlo0tSLjjfA5eWp9SX1XX0LfdBhdQJHJM3AqjjhiAiOqfscD049mbmLnhtFlbclhDzTWB9C2gyL3JiOzPnO9vdoERkUMwNi5pSOdwLBsfV+fPSWgRYFb56msCVSlFLNqWpnOAt6lT8InIMTAAEZHTGNI5DCufibNoTJAAVTfVxmk9sfKZOIT4eZp1/tX8MrMWUCQix8Zp8ETkVKpP488tuYvFP1xAYbnh1aRrzkCrfo0jV25j2b50o5/75pbzCPc3LXhxAUUix8cAREROp/qWHI3cXTD94QBpfR1PoToGKKuv0S0qEP9LuaF37SIAcHMR8EAp4qbCtGDDBRSJHB+7wIjIqembdh/o444pvVpgw9QeODy3v96BydWn4uszpXcLnPzbQHwyPhbeHq4Gy/p4uKLk7n0UV1hvjzMisj67zgI7ePAgli5dilOnTiEnJwdbtmzByJEjf6+cnhXQlixZgjlz5ui97vLly7F06VLk5uYiJiYGn3zyCbp162ZyvTgLjMj5mDPtXpekH9Pw6cEMne8J+H12l75ZYLXOEYAOYX7oEd0EPaKboFuLQMi83U2uz70HSqxLvobMwgpEBnpjYs8W8HDj/2clMsRppsH/9NNPOHLkCOLj4zF69OhaASg3N7dW+SlTpuDKlSuIjo7Wec1NmzZh0qRJWLlyJbp3746PPvoImzdvxqVLlxAcHGxSvRiAiKSlSimi93t79Q5w1jUVvuY6QMG+nhgeE4aK+0ocu1qAq7fLta/xMBB1j2qCHtGB6BYVCH9vD52fl/RjGj4/lKE15d9FAKb2icK8IYZbq+oaBImcmdMEoOoEQagVgGoaOXIkSktLsWfPHr1lunfvjoSEBCxbtgwAoFQqIZfL8Ze//AVvvPGGznMqKytRWVmpeV1SUgK5XM4ARCQRyekFGP/5MaPlNkztoRl7ZCxo3Cq5i18yCnHsagGOXS1Auo5A1C7UD92jAtEjugm6RwUiwMfDYEsUALz4mP4QxAUaSerMCUBOMwg6Ly8P27dvx5dffqm3zL1793Dq1CnMmzdPc8zFxQUDBw5EcnKy3vOSkpKwaNEiq9aXiJyHqbO2qperPhBbl2A/LwyLCcewmHDNub9c1Q5EF3NKcDGnBGuPXgMAtAlpjN/yygzW4fNDGXjtyXa1usP0dc2p90Fb/qdYBPh4smWI6CGnCUBffvklfH19MXr0aL1l8vPzUVVVhZCQEK3jISEh+PXXX/WeN2/ePMyePVvzWt0CRETSYOqsrbrM7gr2rR2IjmcUakLR5VtlRsMPAChFYF3yNUzp8/swAFMWaHz5Pyfhd6cMd9w8ccfDiy1DJHlOE4BWr16NCRMmwMvL+tNLPT094elp3qJoRNRwqHel1zcVXj0GqFtUoNU+M9jXC091DsdTnVWBKL+sEq99k4oDv+UbPXffpVsY3CkM4f6NAMDgAo2NKyvw0i//xdNnfkZQRTGUEHAgOg7/7jkW04vvcusOkiynCECHDh3CpUuXsGnTJoPlgoKC4Orqiry8PK3jeXl5CA0NtWUViciJqafCT1+fAgHa6wnVXETRXKYOSg5q7InHWjc1KQAdvlKAR9/dC3lgI3SPagIPV931alxZgQ0b5iG68Aa+6fwEjkV0QtNyBcan7sCGr+fhLyPmYtE2LzzRIZTdYSQ5ThGAVq1ahfj4eMTExBgs5+Hhgfj4eOzZs0czmFqpVGLPnj2YOXNmPdSUiJyVej2hmoOIdS2iaCpzByVP7NkCf//xotENXzs1kyEtpwTZhXeQXXhdb7m/HN2IFkU3MeaZpfg1OEpzfEPMIHz8/VK89+PH6BEVh+MZhQbHM0kFZ9BJi10DUFlZGa5cuaJ5nZGRgdTUVAQGBiIiIgKAajzO5s2b8cEHH+i8xoABAzBq1ChNwJk9ezYmT56Mrl27olu3bvjoo49QXl6O5557zvY3REROTWubjeI7KCy/h8DGnpA18kCVUjTry9DYoGRdXU8ebi6Y2ifKpFlgZZUPcPJaIX55OI4oJatIq5x71X2MPbsLX3cZrBV+AKDKxRV/7z8Fg1cexfC0A7hV2tPk+7InWwYUzqCTHrsGoJMnT6Jfv36a1+qByJMnT8batWsBABs3boQoihg/frzOa6SnpyM///cm43HjxuH27dt46623kJubiy5dumDHjh21BkYTEeni6iKg+M49LPn5ksVfhsYGJQtQ7Rqvq+tJPcXd2DpAjT3d0LdtMPq2Va1v9n3qDby8MVVTvml5EQLuluJIpO6W8xy/prjSpDna5mc6xdYdtgwoloRVcn4Osw6QI+FCiETSpe/LUB1TTPkytGRdoZosWQn6/7ZdwOoj1wAAARXFOP3JBLzy1GvY+ki/WmVdlFU49u9n8W3ngbj66psYE98cXSL84elmeKsPe7DGM9HH3EUwybE1yHWAiIhsrS4tN9VZsq5QTR5uLlpT3U3xRIdQTQAq8pbhePMOGJ+6A1s79FWtvFjNwCvHEVxehB9b98TZU9fxzanrcHMREB8ZgG5RqpWq4yIC4ONp368Jaz0TfQzNoFN/Rk7xXY6TaoAYgIiIHrLWl2F9rCukS83p/P/uMRZr//s2/vHzMix9bBKKvGUQRCX6pZ/Eez/9C4ciu+BsWBvN+Q+UompMUUYhAFV3YMdmMnRrEYBuUU2Q0CJA7/Yd+hgat2PKmB5bBxRrhFVyTgxAREQPWevL0B7rCgG1p/Pvb9kVf018GYt3rcCY83txMbgFQsoVCCu5jSORnTFjZO3tgWSN3NCvXQhOXivE9aI7OJOtwJlsBT4/pBqY3TbEFwlRqkDUrUUgQmX6Q5yhcTsATBrTY61noi9sXcsvN3iemjOMkyLzMAARET1krZYbW64rZEzN6fzfxDyJXa2749n0QxggFuDH2/fwY9teONWsfa1uMQAovvMA47rK8dG4LrihuIMTGYU4fq0QxzMKceVWGS7lleJSXinWH8sCAMgDGyGhRSC6RwUioUUgooJ8IAgCfjybgz9/nVLr+rnFd/HS+trH1e/VHHRsyTOpGXaKyiuxePtFrbAV6OOOMXHN8Pmhawava6uwSvbHQdA6cBA0kTSpB8Qaa7kxdUCsPadW62rx+OHsTcyqNlNMn4+f7oIRXZrVOl5QVokT14pwPKMQJ64V4sLN4lprFgU19oQ8oBFSsxU6f4fG1Pwdm/tMdP3O60JA3QZZU/3iIGgiIgtYu+Wm+rpC9b24nq7NWuvawtWksScSO4YisaNqZf2yygdIyVQFouPXCpGarUB+WSXyyyotrnfNMT3mPBN9s8XqIrFjiEXrQJHjYwuQDmwBIpK2hroonrVbuGoqu3sfPd/dg9K7VXWua81WKGPPxNh09rpqCM9fCtgCRERUB/ZsubElW45N2nE+B/O3nLdK+AFqt0IZeiZVShFrj2TYLPwAqlYpLorYsLAFSAe2ABFRQ2btFi5rdz25CMBTncOREBWIhBYBaBPsCxc9oczaY36MCeOiiA7NnO9vBiAdGICIqKGz1r5adel6qtkKpY+flxviIwPQtYVqplnn5jJ4ubvaZMyPKQyt4E32xS4wIiIySNcgaUsYW6iwJhcBWDY+Di4uutcBemNwWzRt7IXj1wpx8loRUrKKUHL3AfZduo19l24DADxcXdCxmQyXckvqPfwAXBSxoWAAIiIii5kbBpaNj8WQzqpuNkPjrB5tFQQAeFClxMWcUpy4VoiTmYU4ca0It0srkZJVZN0bMQMXRWwYGICIiMhipoaBQB93/GNUJ60xRqa0Qrm5uqBTcxk6NZfh+d5REEURWYUV+OzgVfznl6w61d0STXw8DC6KaK2uRbI9BiAiIrKYsW0/AFVoSJ43wOhu9qYQBAGRTXzwVOdwiwOQj4crJvaIwMqDGSaPQ1JbPKKj3kDTUJdPaKjq/q+RiIgkSz21Hvh9Kr2a8PDn76M6WiX8VKcOXpa0rZTfq8LKgxkIl3nB3Yx6DWjXVNN9V5N6QHbN8VDq7T12nM+xoKZkSwxARERUJ+r9x2pujBoq8zJr3ZwqpYjk9AJ8l3oDyekFqKq5z0Y1hoKXqW4W38W9B0qTy7/Qp6XO41VKEYu2pelsSVIfW7QtzeD9UP1jFxgREdVZXRePtKT7qObGr+Yyp/srwNsdrYIb63zP2Ey4mtt7kGNgACIiIquwdGq9vvV8dO0OX1NixzD0bxeCHkm7UVh+36zPNac9pqjiPhL+vhvRQT6IiwxA/MOfVk0bmzwTjtPnHQsDEBER2Y2x7iMBqu6jJzqE6m1NOpVZZHb4MVUjd1fERfojr6QSV26V4Wp+Oa7ml+O/p64DUC3SGN1Ud8tQTZw+71gYgIiIyG6s0X1ky5aVLyZ3Ra+HaxIpKu7hdJYCpzKLcCqzCKnZCpTcfYDUbIXR64TJvAxOn29onGE5AAYgIiKyG2t0H9mqZSVM5oUe0b+HLn9vD/RrF4x+7YIBqBZp/DW3FKcyi/DD2Zs4cU3/4oyebi744tBVxEcGoGMz1VYeDZWzLAfAAERERHZjangxVM6UtYgssXBYB4OtFm4Pt+To2EyGyY+2QNKPafj0YIbOstcKKpD0068AAHdXAY+EyxAXEYC4SH/ERQQg3L+RFWtuP3UZz1XfGICIiMhuisrvGS1jrPtIPSV++voUsxc21OfVgW3M+qKuUor4/ozhtX483Vzg6+WG/LJ7SM1WIDVbgdVHVO+FybwQFxGA2Ah/xEUG4JFwP3i6OVcrkTXGc9UnBiAiIrKLKqWIxdvTjJZbMLS90S9MfVPiw2ReWDC0PQJ8PHGr9C6CGnvitW9SkVdSqTcohfp5Ymb/VubcikmbwlY+UGLN07GQB3rjVKZqo9eUrCJczClFTvFdbD+Xg+3nVCHKw80FHcP9HrYSqYJRmMyxW4mcbTkABiAiIrILU3eSD/DxNOl6pq5F9PbwRzB9fYrOawgP3ze3hcLUsUy3yyrxaKsgyAO9MTK2GQCg4t4DnL1erApEmQqkZBWhsPweUrIUSMlSAIdV3WrVW4liIwLQsZljtRI523IADEBERGQXtvjCNGUtosSOYZj2WBQ+P5SB6oszuwjA1D5RFo1RqctYJm8PN/SIbqIZcC2KIjILKpCSVYTTWapA9GuujlYiVxd0eNhKpApF/mjm3wiCYJ/uJWuM56pPDEBERGQX9vrC3HE+B58dzKjVBSaKwGcHMxAbEWB2CDI2EFuAamsQU6bCC4KAFkE+aBHkg9FxzQGoWonOZBfjdLaqleh0VhEKyn8fS4SHY4ma+noi7mELUazcH52ay+DtUT9f9db8HdQHBiAiIrILe3xh2mqgrqGB2OqrGJtVZoi3hxt6tmyiad0SRRFZhapWotQsBU5nK5B2swS3Syvx84U8/HwhT1OvdqG+qhYiuaqlKCrIxyatRLb+HVibIIoid2eroaSkBDKZDMXFxfDz87N3dYiIGiz1tGlA9xemtadNJ6cXYPznx4yW2zC1h8XbethrDZw796pw/mYxTlfrOssrqaxVzt/bHTHN/TVjibo094fM291q9bDn78Cc728GIB0YgIiI6k99fmF+l3oDszamGi338dNdMKJLM4s+w5FWQc4pvoOUTAVSs1Wh6NyNYlQ+UNYqF93UB7HyAHSJ8Ees3B/tQn3h5upi8efa63fAAFRHDEBERPWrvr4wbd0C5OjuPVDi19wSpGYrcDpLNZboWkFFrXJe7i7o1EyGLvKHrURyf4TJvOw2wNpUDEB1xABERNQwVSlF9H5vr9FxR4fn9neYsSq2Vlh+D6nZv48lOvNwj7Oagn09ERvhjxi5P7rI/dG5uT8ae5o+lPjeAyXWJV9DZmEFIgO9MbFnC3i4Wd7KpAsDUB0xABERNVz1Pe7IUelrdVMqRVzNL384w0zVdfZrbimqlNpxwUUAWgf7oovcH10i/BHT3B9tQhrr7DpL+jFN77ID84Z0sNo9MQDVEQMQEVHD5iwbdtqKufdffYD1mexipGYrcENxp1a5Ru6u6NRc1XXWRa5qLfryyFV8duia3rpM7ROFN4daJwQxANURAxARUcPnSIOV65O+DUvNbQG7VXoXqVkKnLmuWovobHYxSitrd52ZYtnTsXiqS7hF51bHAFRHDEBERNQQqcdA6duCpC5joJRKEem3y3A6W4GzD0NR2s0SKE1MGSut0PVozve3dUcfERERkcMyZ8NSc7m4CGgd4ouxXeV4Z2Qn/PCXPng6QW7y+Yu2pdUaZ2RLDEBEREQSUd8blrZs2tjkspYGL0sxABEREUlEfe+/NrFnC5jTk1afO8UzABEREUmEev81fZlEgGo2mLX2X/Nwc8HUPlEml6/PneIZgIiIiCRCvWEpgFohyFYbls4b0sFoCLJ28DIFAxAREZGEJHYMw4pn4hAq025tCZV52WwRyDeHdsCyp2N1vmevneJNX8OaiIiIGoTEjmF4okNova6D9FSXcLi5CbUWYAy10wKUXAdIB64DREREZBu2XIDSnO9vtgARERFRvXF1EdCzZRN7V4NjgIiIiEh6GICIiIhIchiAiIiISHIYgIiIiEhyGICIiIhIchiAiIiISHIYgIiIiEhyGICIiIhIchiAiIiISHK4ErQO6t1BSkpK7FwTIiIiMpX6e9uUXb4YgHQoLS0FAMjlcjvXhIiIiMxVWloKmUxmsAw3Q9VBqVTi5s2b8PX1hSBYd2fckpISyOVyZGdnN8iNVhvy/TXkewMa9v015HsDeH/OrCHfG1D/9yeKIkpLSxEeHg4XF8OjfNgCpIOLiwuaN29u08/w8/NrkP/Y1Rry/TXkewMa9v015HsDeH/OrCHfG1C/92es5UeNg6CJiIhIchiAiIiISHIYgOqZp6cnFi5cCE9PT3tXxSYa8v015HsDGvb9NeR7A3h/zqwh3xvg2PfHQdBEREQkOWwBIiIiIslhACIiIiLJYQAiIiIiyWEAIiIiIslhALKB5cuXo0WLFvDy8kL37t1x/Phxg+U3b96Mdu3awcvLC506dcKPP/5YTzU1T1JSEhISEuDr64vg4GCMHDkSly5dMnjO2rVrIQiC1o+Xl1c91dh0b7/9dq16tmvXzuA5zvLcAKBFixa17k8QBMyYMUNneUd/bgcPHsSwYcMQHh4OQRCwdetWrfdFUcRbb72FsLAwNGrUCAMHDsTly5eNXtfcv11bMHRv9+/fx9y5c9GpUyf4+PggPDwckyZNws2bNw1e05J/37Zi7Nk9++yzteqamJho9LqO8OwA4/en6+9QEAQsXbpU7zUd5fmZ8h1w9+5dzJgxA02aNEHjxo0xZswY5OXlGbyupX+vdcUAZGWbNm3C7NmzsXDhQqSkpCAmJgaDBg3CrVu3dJY/evQoxo8fjylTpuD06dMYOXIkRo4cifPnz9dzzY07cOAAZsyYgWPHjmHXrl24f/8+nnzySZSXlxs8z8/PDzk5OZqfzMzMeqqxeR555BGteh4+fFhvWWd6bgBw4sQJrXvbtWsXAOCPf/yj3nMc+bmVl5cjJiYGy5cv1/n+kiVL8K9//QsrV67EL7/8Ah8fHwwaNAh3797Ve01z/3ZtxdC9VVRUICUlBQsWLEBKSgq+/fZbXLp0CcOHDzd6XXP+fduSsWcHAImJiVp13bBhg8FrOsqzA4zfX/X7ysnJwerVqyEIAsaMGWPwuo7w/Ez5Dnj11Vexbds2bN68GQcOHMDNmzcxevRog9e15O/VKkSyqm7duokzZszQvK6qqhLDw8PFpKQkneXHjh0rDh06VOtY9+7dxRdffNGm9bSGW7duiQDEAwcO6C2zZs0aUSaT1V+lLLRw4UIxJibG5PLO/NxEURRnzZoltmzZUlQqlTrfd5bnJoqiCEDcsmWL5rVSqRRDQ0PFpUuXao4pFArR09NT3LBhg97rmPu3Wx9q3psux48fFwGImZmZesuY+++7vui6v8mTJ4sjRoww6zqO+OxE0bTnN2LECLF///4Gyzjq86v5HaBQKER3d3dx8+bNmjIXL14UAYjJyck6r2Hp36s1sAXIiu7du4dTp05h4MCBmmMuLi4YOHAgkpOTdZ6TnJysVR4ABg0apLe8IykuLgYABAYGGixXVlaGyMhIyOVyjBgxAhcuXKiP6pnt8uXLCA8PR3R0NCZMmICsrCy9ZZ35ud27dw/r16/H888/b3CzX2d5bjVlZGQgNzdX6/nIZDJ0795d7/Ox5G/XURQXF0MQBPj7+xssZ86/b3vbv38/goOD0bZtW0yfPh0FBQV6yzrzs8vLy8P27dsxZcoUo2Ud8fnV/A44deoU7t+/r/Us2rVrh4iICL3PwpK/V2thALKi/Px8VFVVISQkROt4SEgIcnNzdZ6Tm5trVnlHoVQq8corr6BXr17o2LGj3nJt27bF6tWr8d1332H9+vVQKpV49NFHcf369XqsrXHdu3fH2rVrsWPHDqxYsQIZGRno06cPSktLdZZ31ucGAFu3boVCocCzzz6rt4yzPDdd1M/AnOdjyd+uI7h79y7mzp2L8ePHG9xo0tx/3/aUmJiIr776Cnv27MF7772HAwcOYPDgwaiqqtJZ3lmfHQB8+eWX8PX1NdpF5IjPT9d3QG5uLjw8PGqFcWPfgeoypp5jLdwNniwyY8YMnD9/3mg/dM+ePdGzZ0/N60cffRTt27fHp59+isWLF9u6miYbPHiw5r87d+6M7t27IzIyEt98841J/+/MmaxatQqDBw9GeHi43jLO8tyk7P79+xg7dixEUcSKFSsMlnWmf99PP/205r87deqEzp07o2XLlti/fz8GDBhgx5pZ3+rVqzFhwgSjEwwc8fmZ+h3gyNgCZEVBQUFwdXWtNeI9Ly8PoaGhOs8JDQ01q7wjmDlzJn744Qfs27cPzZs3N+tcd3d3xMbG4sqVKzaqnXX4+/ujTZs2euvpjM8NADIzM7F792688MILZp3nLM8NgOYZmPN8LPnbtSd1+MnMzMSuXbsMtv7oYuzftyOJjo5GUFCQ3ro627NTO3ToEC5dumT23yJg/+en7zsgNDQU9+7dg0Kh0Cpv7DtQXcbUc6yFAciKPDw8EB8fjz179miOKZVK7NmzR+v/TVfXs2dPrfIAsGvXLr3l7UkURcycORNbtmzB3r17ERUVZfY1qqqqcO7cOYSFhdmghtZTVlaG9PR0vfV0pudW3Zo1axAcHIyhQ4eadZ6zPDcAiIqKQmhoqNbzKSkpwS+//KL3+Vjyt2sv6vBz+fJl7N69G02aNDH7Gsb+fTuS69evo6CgQG9dnenZVbdq1SrEx8cjJibG7HPt9fyMfQfEx8fD3d1d61lcunQJWVlZep+FJX+vVmPTIdYStHHjRtHT01Ncu3atmJaWJk6bNk309/cXc3NzRVEUxYkTJ4pvvPGGpvyRI0dENzc38f333xcvXrwoLly4UHR3dxfPnTtnr1vQa/r06aJMJhP3798v5uTkaH4qKio0ZWre36JFi8Sff/5ZTE9PF0+dOiU+/fTTopeXl3jhwgV73IJer732mrh//34xIyNDPHLkiDhw4EAxKChIvHXrliiKzv3c1KqqqsSIiAhx7ty5td5ztudWWloqnj59Wjx9+rQIQPzwww/F06dPa2ZCvfvuu6K/v7/43XffiWfPnhVHjBghRkVFiXfu3NFco3///uInn3yieW3sb9cR7u3evXvi8OHDxebNm4upqalaf4eVlZV6783Yv29Hub/S0lLx9ddfF5OTk8WMjAxx9+7dYlxcnNi6dWvx7t27eu/PUZ6dsftTKy4uFr29vcUVK1bovIajPj9TvgNeeuklMSIiQty7d6948uRJsWfPnmLPnj21rtO2bVvx22+/1bw25e/VFhiAbOCTTz4RIyIiRA8PD7Fbt27isWPHNO89/vjj4uTJk7XKf/PNN2KbNm1EDw8P8ZFHHhG3b99ezzU2DQCdP2vWrNGUqXl/r7zyiuZ3ERISIg4ZMkRMSUmp/8obMW7cODEsLEz08PAQmzVrJo4bN068cuWK5n1nfm5qP//8swhAvHTpUq33nO257du3T+e/RfU9KJVKccGCBWJISIjo6ekpDhgwoNZ9R0ZGigsXLtQ6Zuhvt74YureMjAy9f4f79u3TXKPmvRn7912fDN1fRUWF+OSTT4pNmzYV3d3dxcjISHHq1Km1goyjPjtRNP5vUxRF8dNPPxUbNWokKhQKnddw1OdnynfAnTt3xD//+c9iQECA6O3tLY4aNUrMycmpdZ3q55jy92oLwsPKEBEREUkGxwARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABGRXbRo0QIfffSRvatRb/r27YtXXnnF3tUgoocYgIhI8jZs2ABXV1fMmDHD3lUhonrCAEREkrdq1Sr89a9/xYYNG3D37l17V4eI6gEDEBHZRN++fTFz5kzMnDkTMpkMQUFBWLBgAapvP1hRUYHnn38evr6+iIiIwGeffaZ1jblz56JNmzbw9vZGdHQ0FixYgPv372veP3PmDPr16wdfX1/4+fkhPj4eJ0+e1Lx/+PBh9OnTB40aNYJcLsfLL7+M8vJyrc/IyMjA0aNH8cYbb6BNmzb49ttvtd5fu3Yt/P398fPPP6N9+/Zo3LgxEhMTkZOToynz4MEDvPzyy/D390eTJk0wd+5cTJ48GSNHjtT7+6msrMTrr7+OZs2awcfHB927d8f+/fvN+RUTUR0wABGRzXz55Zdwc3PD8ePH8fHHH+PDDz/EF198oXn/gw8+QNeuXXH69Gn8+c9/xvTp03Hp0iXN+76+vli7di3S0tLw8ccf4/PPP8c///lPzfsTJkxA8+bNceLECZw6dQpvvPEG3N3dAQDp6elITEzEmDFjcPbsWWzatAmHDx/GzJkzteq4Zs0aDB06FDKZDM888wxWrVpV6z4qKirw/vvvY926dTh48CCysrLw+uuva95/77338J///Adr1qzBkSNHUFJSgq1btxr83cycORPJycnYuHEjzp49iz/+8Y9ITEzE5cuXzfodE5GFbL7fPBFJ0uOPPy62b99eVCqVmmNz584V27dvL4qiKEZGRorPPPOM5j2lUikGBweLK1as0HvNpUuXivHx8ZrXvr6+4tq1a3WWnTJlijht2jStY4cOHRJdXFzEO3fuiKIoilVVVaJcLhe3bt0qiqIo3r59W/Tw8BCvXr2qOWfNmjUiAPHKlSuaY8uXLxdDQkI0r0NCQsSlS5dqXj948ECMiIgQR4wYofX7mDVrliiKopiZmSm6urqKN27c0KrfgAEDxHnz5um9fyKyHrYAEZHN9OjRA4IgaF737NkTly9fRlVVFQCgc+fOmvcEQUBoaChu3bqlObZp0yb06tULoaGhaNy4Mf72t78hKytL8/7s2bPxwgsvYODAgXj33XeRnp6uee/MmTNYu3YtGjdurPkZNGgQlEolMjIyAAC7du1CeXk5hgwZAgAICgrCE088gdWrV2vdh7e3N1q2bKl5HRYWpqlncXEx8vLy0K1bN837rq6uiI+P1/t7OXfuHKqqqtCmTRut+h04cEDrHojIdtzsXQEiki51d5WaIAhQKpUAgOTkZEyYMAGLFi3CoEGDIJPJsHHjRnzwwQea8m+//Tb+9Kc/Yfv27fjpp5+wcOFCbNy4EaNGjUJZWRlefPFFvPzyy7U+NyIiAoBq8HNhYSEaNWqkeU+pVOLs2bNYtGgRXFxc9NZTrDaWyVxlZWVwdXXFqVOn4OrqqvVe48aNLb4uEZmOAYiIbOaXX37Ren3s2DG0bt261pe+LkePHkVkZCTefPNNzbHMzMxa5dq0aYM2bdrg1Vdfxfjx47FmzRqMGjUKcXFxSEtLQ6tWrXRev6CgAN999x02btyIRx55RHO8qqoKvXv3xs6dO5GYmGi0njKZDCEhIThx4gQee+wxzTVSUlLQpUsXnefExsaiqqoKt27dQp8+fYx+BhFZHwMQEdlMVlYWZs+ejRdffBEpKSn45JNPtFpwDGndujWysrKwceNGJCQkYPv27diyZYvm/Tt37mDOnDn4wx/+gKioKFy/fh0nTpzAmDFjAKhmkPXo0QMzZ87ECy+8AB8fH6SlpWHXrl1YtmwZ1q1bhyZNmmDs2LFa3XQAMGTIEKxatcqkAAQAf/nLX5CUlIRWrVqhXbt2+OSTT1BUVFTrumpt2rTBhAkTMGnSJHzwwQeIjY3F7du3sWfPHnTu3BlDhw416XOJyHIMQERkM5MmTcKdO3fQrVs3uLq6YtasWZg2bZpJ5w4fPhyvvvoqZs6cicrKSgwdOhQLFizA22+/DUA1zqagoACTJk1CXl4egoKCMHr0aCxatAiAanzRgQMH8Oabb6JPnz4QRREtW7bEuHHjAACrV6/GqFGjdIaUMWPGYOLEicjPzzeprnPnzkVubi4mTZoEV1dXTJs2DYMGDTLY0rVmzRq88847eO2113Djxg0EBQWhR48eeOqpp0z6TCKqG0GsS0c2EZEeffv2RZcuXSS13YWaUqlE+/btMXbsWCxevNje1SEiHdgCRERUR5mZmdi5cycef/xxVFZWYtmyZcjIyMCf/vQne1eNiPTgNHgiojpycXHB2rVrkZCQgF69euHcuXPYvXs32rdvb++qEZEe7AIjIiIiyWELEBEREUkOAxARERFJDgMQERERSQ4DEBEREUkOAxARERFJDgMQERERSQ4DEBEREUkOAxARERFJzv8DGNG3RFQFtgoAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63793.0 63794.0 90 1 Parameter('H', value=16.297034901494676, unit=mag) Parameter('G12', value=0.6272199397103912, unit=, bounds=[0, 1])\n", + "[-0.02549876] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63793\n", + "plots/phase_curve_6098332225018000_63793.png\n" + ] + }, + { + "data": { + "image/png": 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OAxARERFJDgMQERERSQ4DEBEREUkOAxARERFJjpslB/388886twuCAC8vL7Rs2RLNmzevVcGIiIiIbMWiADRq1CgIggBRFLW2q7cJgoA+ffpgy5YtCAgIsEpBiYiIiKzFoiawnTt3olu3bti5cycUCgUUCgV27tyJHj164JdffsGBAweQn5+Pt99+29rlJSIiIqo1i2qAXn/9dXz11Vd4+OGHNdsGDhwILy8vTJ06FefPn8fnn3+OF154wWoFJSIiIrIWi2qAUlNT4efnV2O7n58frl69CgBo1aoV8vLyalc6IiIiIhuwKADFxsZi1qxZuHXrlmbbrVu38M4776Bbt24AgMuXL0Mul1unlERERERWZFET2IoVKzBy5Eg0bdpUE3IyMzMRFRWFn376CQBQWlqKv/3tb9YrKREREZGVCGL1oVwmUiqV2LFjBy5dugQAaNOmDR577DG4uDj/1ELFxcWQyWRQKBQ6m/qIiIjI8Zjz/LY4ANVnDEBERETOx5znt0VNYABQVlaG/fv3IyMjA/fu3dP67LXXXrP0tEREREQ2Z1EASkpKwtChQ3H79m2UlZUhMDAQeXl58Pb2RnBwMAMQEREROTSLOuy8+eabGD58OAoLC9GgQQMcPXoU6enpiI2NxaeffmrtMhIRERFZlUUBKDk5GW+99RZcXFzg6uqK8vJyyOVyLFq0CHPnzrV2GYmIiIisyqIA5O7urhntFRwcjIyMDACATCZDZmam9UpHREREZAMW9QGKiYnBiRMn0KpVKzz66KN4//33kZeXh7Vr16J9+/bWLiMRERGRVVlUA/SPf/wDYWFhAID/+7//Q0BAAKZNm4Zbt27hq6++smoBiYiIiKyN8wDpwHmAiIiInI85z2/nn7aZiIiIyEwWBaD8/HxMnz4d7dq1Q1BQEAIDA7Vepjpw4ACGDx+O8PBwCIKALVu21NjnwoULGDFiBGQyGXx8fNCtWzdNp2t9Nm3ahLZt28LLywsdOnTAr7/+au4lEhERUT1mUSfoiRMn4sqVK5gyZQpCQkIgCIJFX15WVoZOnTrhhRdewJgxY2p8npqaij59+mDKlClYsGAB/Pz8cP78eXh5eek955EjRzB+/HjEx8fjiSeewPfff49Ro0YhMTGRHbSJiIgIgIV9gHx9fXHo0CF06tTJegURBGzevBmjRo3SbHv66afh7u6OtWvXmnyecePGoaysDL/88otmW8+ePdG5c2csX75c5zHl5eUoLy/XvC8uLoZcLmcfICIiIidi8z5Abdu2xZ07dywqnKmUSiW2bduG1q1bY/DgwQgODkaPHj10NpNVlZCQgEGDBmltGzx4MBISEvQeEx8fD5lMpnnJ5XJrXAIRERE5KIsC0Jdffon33nsP+/fvR35+PoqLi7Ve1nDz5k2Ulpbio48+QlxcHHbs2IHRo0djzJgx2L9/v97jcnJyEBISorUtJCQEOTk5eo+ZM2cOFAqF5sXJHImIiOo3i/oA+fv7o7i4GAMGDNDaLooiBEFAZWVlrQumVCoBACNHjsSbb74JAOjcuTOOHDmC5cuX49FHH631d6h5enrC09PTaucjIiIix2ZRAJowYQLc3d3x/fff16oTtCFBQUFwc3NDu3bttLZHR0fj0KFDeo8LDQ1Fbm6u1rbc3FyEhoZavYxERETknCwKQOfOnUNSUhLatGlj7fJoeHh4oFu3brh48aLW9kuXLiEyMlLvcb169cLu3bvxxhtvaLbt3LkTvXr1slVRiYiIyMlYFIC6du2KzMzMWgeg0tJSXLlyRfM+LS0NycnJCAwMREREBGbNmoVx48bhkUceQf/+/bF9+3Zs3boV+/bt0xwzadIkNGnSBPHx8QCA119/HY8++igWL16MYcOGYcOGDTh58iSX6CAiIiINi4bBb9q0CR988AFmzZqFDh06wN3dXevzjh07mnSeffv2oX///jW2T548GatXrwYArFy5EvHx8cjKykKbNm2wYMECjBw5UrNvv3790KxZM83+6vL97W9/w7Vr19CqVSssWrQIQ4cONfn6uBQGERGR8zHn+W1RAHJxqTl4TBAEq3aCticGICIiIudjzvPboiawtLQ0iwpGRERE5AgsCkCGOiFXNWzYMHzzzTcICwuz5GuIiIiIbMKmq8EfOHDA5jNGExEREZnLpgGIiIiIyBExABEREZHkMAARERGR5DAAERERkeQwABEREZHk2DQAzZ07F4GBgbb8CiIiIiKzmTwT9M8//2zySUeMGGFxgRwBZ4ImIiJyPjaZCXrUqFFa79VLX1R9r+bsS2EQERFR/WZyE5hSqdS8duzYgc6dO+O3335DUVERioqK8Ouvv6JLly7Yvn27LctLREREVGsWLYXxxhtvYPny5ejTp49m2+DBg+Ht7Y2pU6fiwoULVisgERERkbVZ1Ak6NTUV/v7+NbbLZDJcu3atlkUiIiIisi2LAlC3bt0wc+ZM5Obmarbl5uZi1qxZ6N69u9UKR0RERGQLFgWglStXIjs7GxEREWjZsiVatmyJiIgIXL9+HStWrLB2GYmIiIisyqI+QC1btsSZM2ewc+dO/PHHHwCA6OhoDBo0SGs0GBEREZEjMnkeIH3u3r0LT0/PehV8OA8QERGR8zHn+W1RE5hSqcTChQvRpEkTNGzYEGlpaQCAefPmsQmMiIiIHJ5FAejDDz/E6tWrsWjRInh4eGi2t2/fHt98843VCkdERERkCxYFoG+//RZfffUVJkyYAFdXV832Tp06afoEERERETkqiwLQ9evX0bJlyxrblUolKioqal0oIiIiIluyKAC1a9cOBw8erLH9v//9L2JiYmpdKCIiIiJbsmgY/Pvvv4/Jkyfj+vXrUCqV+PHHH3Hx4kV8++23+OWXX6xdRiIiIiKrsqgGaOTIkdi6dSt27doFHx8fvP/++7hw4QK2bt2Kxx57zNplJCIiIrKqWs8DVB9xHiAiIiLnY/N5gE6cOIFjx47V2H7s2DGcPHnSklMSERER1RmLAtD06dORmZlZY/v169cxffr0WheKiIiIyJYsCkApKSno0qVLje0xMTFISUmpdaGIiIiIbMmiAOTp6Ync3Nwa27Ozs+HmZtHAMiIiIqI6Y1EAevzxxzFnzhwoFArNtqKiIsydO5ejwIiIiMjhWVRd8+mnn+KRRx5BZGSkZuLD5ORkhISEYO3atVYtIBEREZG1WRSAmjRpgjNnzuC7777D6dOn0aBBAzz//PMYP3483N3drV1GIiIiIquyuMOOj48Ppk6das2ySMLdikoIAuDp5mp8ZyIiIrIJiwLQt99+a/DzSZMmWVSY+i6z4DZe/S4RneQyfDiqg72LQ0REJFkWBaDXX39d631FRQVu374NDw8PeHt7MwDpkXqrFOduKHD2ugIx8gA8GdvU3kUiIiKSJItGgRUWFmq9SktLcfHiRfTp0wfr16+3dhnrjX5tgvH6wFYAgLmbzyLlRrGdS0RERCRNFgUgXVq1aoWPPvqoRu0QaXttQCv0a9MY5feVmPbdKSjuVNi7SERERJJjtQAEAG5ubrhx44Y1T1nvuLgI+HxcZzQNaID0/Nt464dkKJVcj5aIiKguWdQH6Oeff9Z6L4oisrOzsWTJEvTu3dsqBavP/L09sPzZWIxZdgS7LtzEsv2pmN6/pb2LRUREJBmCKIpmVz+4uGhXHAmCgMaNG2PAgAFYvHgxwsLCrFZAeyguLoZMJoNCoYCfn5/NvmfjiQzM/t9ZuAjAmhe6o2+rxjb7LiIiovrOnOe3RTVASqXSooKRtnHdIpCYXoSNJzPx2vok/PJaXzTxb2DvYhEREdV7Vu0DROZbMPIhdGgiQ+HtCry67hTK71fau0hERET1nsk1QDNnzjT5pJ999plFhZEiL3dXfDmhC4YvOYTTWQr8fWsK/m80J0kkIiKyJZMDUFJSktb7xMRE3L9/H23atAEAXLp0Ca6uroiNjbVuCSVAHuiNz8d1xvOrT+C7YxnoEsFJEomIiGzJ5AC0d+9ezb8/++wz+Pr6Ys2aNQgICACgmhzx+eefR9++fa1fSglQT5L4+a7LmLv5LKLD/NAuXE8HLlEEBKFuC0hERFSPWNQHaPHixYiPj9eEHwAICAjAhx9+iMWLF1utcFJTdZLEl9edRFbh7T8/LC8HPv8ciI4GXF0BX1/gueeAc+fsVVwiIiKnZVEAKi4uxq1bt2psv3XrFkpKSmpdKKlST5IY2cgbmQV38JdlCbicWwLcuQMMGQLMmgV07gwsX6769759QPfuwK5d9i46ERGRU7FoHqBJkybh4MGDWLx4Mbp37w4AOHbsGGbNmoW+fftizZo1Vi9oXaqreYD0yVHcxcQVx3D5Zin8vd3xW+FuhC3/N7BjB1C1ifHOHWD0aODkSSAzE2jAIfRERCRd5jy/LaoBWr58OYYMGYJnnnkGkZGRiIyMxDPPPIO4uDh8+eWXFhWa/hQq88KmV3ohJsIfJaV34fbN17gxZrx2+AFUgWfJEiA/H/jhB/sUloiIyAlZFIC8vb3x5ZdfIj8/H0lJSUhKSkJBQQG+/PJL+Pj4WLuMkuTv7YHvXuyB4cECGpcW4v37kfjljI511lq2VPULSkys+0ISERE5qVpNhJidnY3s7Gy0atUKPj4+sKA1jQzw9nDDovFdAQAN7pThr+uTsPZouvZOogiUlACennYoIRERkXOyKADl5+dj4MCBaN26NYYOHYrs7GwAwJQpU/DWW29ZtYBS59EkDGLXrngt8zBEpYh5W87hi92X/wybu3YBWVnAsGH2LSgREZETsSgAvfnmm3B3d0dGRga8vb0128eNG4ft27dbrXCkIrzzDlolH8HGjF/gWVGOxTsv4e+/pECZcFQ1FL5HD+CRR+xdTCIiIqdh0WKoO3bswO+//46mTbVnK27VqhXS09P1HEUWe+op4OOP0ePdd3Gm4QYcbtwKjVcXwiU3FZUdO8J1yxZOjEhERGQGi2qAysrKtGp+1AoKCuDJvii28c47wOXL8Hz1FUTLA3G1kRwvj56LPk8uwqasCiiV7H9FRERkKosCUN++ffHtt99q3guCAKVSiUWLFqF///5WKxxV06IF8NFHCNv3Oxpt2YQ/eg1C9u37mPXfMxi59DCOpxVY5WsqlSISUvPxU/J1JKTmo5LhioiI6hmLJkI8f/48BgwYgC5dumDPnj0YMWIEzp8/j4KCAhw+fBgtWrSwRVnrjL0nQjRV+f1KrDlyDV/svoKS8vsAgKEdQjFnSDTkgTVr6Eyx/Vw2FmxNQbbirmZbmMwL84e3Q1z7MKuUm4iIyBbMeX6bHYAqKioQFxeH+Ph47Ny5E6dPn0ZpaSm6dOmC6dOnIyzM+R+SzhKA1PJKy/HZzkvYcDwDShHwcHXBC32aY3r/FvD1cjf5PNvPZWPaukRU/4VQ9y5a9mwXhiAiInJYNg1AANC4cWMcOXIErVq1sriQjszZApDaHznF+PCXCzh0JQ8AENTQA2893gZju8rh6mK4k3SlUkSfj/do1fxUJUA1Q/Wh2QOMnouIiMgebL4UxrPPPosVK1ZYVDiynbahflg7pTtWTO6K5kE+yCu9hzk/nsXgzw9g+7lsgxNVHk8r0Bt+AEAEkK24a7V+RkRERPZkUQC6f/8+li1bhq5du+Lll1/GzJkztV6mOnDgAIYPH47w8HAIgoAtW7bU2OfChQsYMWIEZDIZfHx80K1bN2RkZOg95+rVqyEIgtbLy8vLkst0SoIgYGB0CH5/4xHMe6Id/L3dceVmKV5Zl4iRSw/j4OVbOoPQzRL94ceS/YiIiByZRfMAnTt3Dl26dAEAXLp0SeszwYz5aMrKytCpUye88MILGDNmTI3PU1NT0adPH0yZMgULFiyAn58fzp8/bzTQ+Pn54eLFixaVqb7wcHPBlD7N8VTXpvjmwFV8cygNZ7IUmLjiOHpGBeKduLboEhGg2T/Y17SQaOp+REREjsyiALR3716rfPmQIUMwZMgQvZ+/9957GDp0KBYtWqTZZsoIM0EQEBoaanI5ysvLUV5ernlfXFxs8rGOzs/LHTMfb4NJDzfDl3tTse5oOo5eLcCYL49gUHQI3h7cGm1D/dC9eSDCZF4Gm8EAoLDsXh2VnIiIyHZqtRiqLSmVSmzbtg2tW7fG4MGDERwcjB49euhsJquutLQUkZGRkMvlGDlyJM6fP29w//j4eMhkMs1LLpdb6SocR1BDT7w/vB32zuqHcV3lcBGAXRdyMeRfB/HGhiRkFtzGvGHRRs+zcFuK1rxAnDOIiIickUWjwGxBEARs3rwZo0aNAgDk5OQgLCwM3t7e+PDDD9G/f39s374dc+fOxd69e/Hoo4/qPE9CQgIuX76Mjh07QqFQ4NNPP8WBAwdw/vz5Gkt3qOmqAZLL5U43CswcqbdK8dmOS9h2VrWQrYsA9G4RhIMPRpAZMm9YNJ7r3Rw7U3I4ZxARETkMmw+Dt4XqAejGjRto0qQJxo8fj++//16z34gRI+Dj44P169ebdN6KigpER0dj/PjxWLhwoUnHOOsweEucu67AZzsvYc8fN806zt/bHUW3K2ps55xBRERkLzYfBl8XgoKC4Obmhnbt2mltj46ONjgKrDp3d3fExMTgypUr1i5ivdC+iQwrn+uGn2f0RmxkgPEDHtAVfgDVcHkRwIKtKWwOIyIih+WwAcjDwwPdunXTGs0FqEadRUZGmnyeyspKnD17tl7MUG1LHZv644eXe8HPy6J+8TVwziAiInJk1nnaWai0tFSrZiYtLQ3JyckIDAxEREQEZs2ahXHjxuGRRx7R9AHaunUr9u3bpzlm0qRJaNKkCeLj4wEAf//739GzZ0+0bNkSRUVF+OSTT5Ceno4XX3yxri/P6bi6CPhLbFOsPHzNKufbmZKDXi0aWeVcRERE1mTXGqCTJ08iJiYGMTExAICZM2ciJiYG77//PgBg9OjRWL58ORYtWoQOHTrgm2++wf/+9z/06dNHc46MjAxkZ2dr3hcWFuKll15CdHQ0hg4diuLiYhw5cqRGUxrp9lg706cPMOan5Bt6m8E4eoyIiOzJYTpBOxIpdYKuztiaYOZa/1JP9GrRCJVKEcfTCnCz5C6u5ZVh/fEM5BT/OfKOo8eIiKi2zHl+27UJjByPq4uA+cPb4ZV1iVY5X47iDrafy8YHP6cgp1h/qMpR3MUr6xLx5qBWaBbkg2BfL3RvHsiFV4mIyCYYgKiGuPZheHNQa/xz1yXjOxtx+Eoe/pt43eh+6mrIf+66rNnGWiEiIrIVhx0FRvY1Y0BLhPp51vo8W89kG99JjxzFXUxbl4jt5yw/BxERkS4MQKSTq4uAD0Y8BAF/Tm5oifL7SouPVdcKcU4hIiKyNgYg0iuufRiWPdsFoTLtFeD9vd3h7+1eJ2UQwTmFiIjI+tgHiAyKax+Gx9qFakZwqTsnA8CSPZe1+uzY0s0S64xKIyIiAhiAyASuLoLOCQ1fH9QaijsVVps40ZAgn9r3RyIiIlJjExjVijUnTjTkrU2n2RmaiIishgGIaqV780CEybxq1VHaFLnFHBFGRETWwwBEtaKeOBGo3WgxYzgijIiIrIkBiGrN0GgxwHrBiCPCiIjIWtgJmqxC32ixnSk5WLA1xWpriwHA5ZslBleZr7ruGJfUICIiXbgYqg5SXgzVFtSB5PCVPCzZe6XW5xMEYGDbYIzrFoH+bRrDzfXPiszt57JrBC4uqUFEJA1cDJUcinoYvTXm8vFwFXCvUsSuCzex68JNBDX0wMjOTfBkl6bIKCjDtHWJqJ7o1UtqLHu2C0MQEREBYACiOhTs62V8Jz3UDVj/Hh+DlsG+2HQyE/9LzEJe6T2sOJSGFYfS4OYi1Ag/gKrvkADgg5/Pw9fLHXml5WwaIyKSODaB6cAmMNuoVIro8/Ee5Cju6gwqVbkIQNXBXrqasSoqlThw6Rb+l5iFHedzcd/M0WFsGiMiql/MeX4zAOnAAGQ7289lY9q6RADQGYKm9G6GQe1CERsZgFPphSZ3ZP7+WDrmbj5nVlnUZ2PTGBFR/cA+QOSw1EPmTemobGikV3XNgxqaXRZ109iCrSl4rF2owYDFkWVERPULAxDVOX1D5msTKNQzUpvSvFZV1bmF9AUujiwjIqp/2ASmA5vAnJOx5jVDRsc0wbtD2iLEz0urtuda3m18vutSjfOx+YyIyPGwD1AtMQA5L121NaYSBKBF44a4WXwXxXfvG98fQKjMC4dmD9BZe8VmMyKiusU+QCRZ1ZvXgnw88dam08gt1t805uflhpbBvkjMKMSVm6Umf5eh5jM2mxEROTauBUb1jnrixZGdm6B3qyB8MEL3Yq3Cg9eiv3TEpld6IdjX06Lvqz7Bo7oprnotlHpCRq5oT0RkfwxAVO/pW6w1VOal6cOjqjEqt+j8QT5/BqdKpYgFW1P0TsgIcEV7IiJHwCYwkgRjI89qs0zHT6evI0TmhZbBDXE8rcBg/yNTRp0REZHtMQCRZKibxnSpzTIdP5zMwg8ns9DEvwHahfmadIw11kUjIiLLMQARwfJ5hKq6XnQH14vumLRvbQIXERHVHvsAEUFVOzR/uO7O0tYWJlM1v5mrUikiITUfPyVfR0JqPvsRERHVAmuAiB7Qt0yHtfl5uWH1kWsY2DYYzYJ8TDqGw+qJiKyLEyHqwIkQpU17JugyrDqchqI7xidGrC7Qxx0FZRWa924uQo0V66Ma+2BAm2AMiA5Gt2aBcHetWSmrHlbP2aiJiAzjTNC1xABEgP7gYap/juuMUD8vrVFnWYW3sTMlF3v+uInjaQVagcjXyw2PtG6MgW2D0a9NMAJ9PFCpFNHn4z0Ga6Qa+Xjg0OwBSM4s4qzTRCRpDEC1xABEpgQPY9a/1NPgUPfiuxU4dDkPuy/cxN6LN1FQdk/zmSAAMXJ/tGjcEJtOZRn9LgHa65+xeYyIpIgBqJYYgCghNR/jvz5q0bHG1gjTpVIp4nRWEfZcuIndf9zEhexii767ahkANo8RkbRwLTCiWrJ0nh518Jg/vJ1ZTVCuLgK6RASgS0QA3h7cBjeK7mD/pVv436ksnEwvNLsc4oOyLNiagsfahbI5jIioGg6DJ9LB1Hl6An3ctd5XXV6jNsL9G2B89whsfLkXQv0sW6Os6qzTRESkjTVARDoYmxhR3cy1f1Z/nEovtFnnY1cXAR+MeAivrEu0+BzWnnW66ig5drgmImfFAESkg3pixGnrEmt0MK7azOXh5mLzNb0eaxcKf293FN2uML6zDt8dzUBZeSUeaR2EpgHeACwPMZyPiIjqC3aC1oGdoEnNER74temQXV1UkA8iG3kjObMIhVUClfqaDC0Yy/mIiMjRcRRYLTEAUVX2bvL5Kfk6Xt+QbPHxT8U2RVpeGZIyi4wun1G9pqlqMIr9cKfeWihLRr4REVkbR4ERWZGhVeTrQm0XTu3TKgifPNUJRbfvof+n+7RqfqqrHnByFHcxbV0inugYarAJrmqHa3v+rIiITMVRYEQOTt0h29J6FXWAupBdYjD86CI+eG09k2PS/tbucE1EZCsMQEQOztKV6gVorzxfF+GktrVVhlQqRSSk5uOn5OtISM032pxHRGQIm8CInIC+leoDvN1ReLvC4Eg1dZ8cW4YTQNV/SB22rM0ROqMTUf3CTtA6sBM0OSpdHbJ3puSYFA4qlaLBjsy11T7cD6/0a4GHWwQh0MfD4vNUv8bCsnuY/j1HnxGRcRwFVksMQORsTBmpZmkAEqBanNWcFqeHwv3wcIsgBDX0QKCPB5oGeJs0ek5XTY+Lge+2xugze4/yIyLr4SgwIokxZaTa8bQCi8IPALzUtzm+OpAGADpnxp7evwXuVihx6HIeLuaW4PyNYpy/ob2gq6+nG17t3wJTH2mhM2D8euYGXv0+qcZ2Q8GrtqPP2LRGJF0MQEQSYUkn6NAqYSAmIsCksLDxeAZm/3i2xrlKyu/j4+0X8cWeK+jTMgi9H7xaNPbBb2dzMGN9zfBjqt/OZQOAWbU3+iZ2VA/9Z9MaUf3GJjAd2ARG9ZGpM0rPGxaNIF9Pnc1BxpqLKpUi+ny8RyskGSNr4A7FHev0SzK19sZYOTmxI5FzYhMYEdVg6gKvz/Vurvehb6yp7XhagUnhZ1xXOTILb+NkeqHVwg9geu2NsXJyYkei+o/zABFJhKH5hHQNm7eEqc1sD7dshO9f6omvJ3a1+Lt0UQe7BVtTDM4TtCuFEzsSSR0DEJGEqOcTCpVpzwkUKvOySp8XU+caUu9XdOderb5PF3XtzerDaTonTdx+LhsrDl8zq5xEVP+wCYxIYuLahxlc9b02TG1mU0+YaMuAsXDbBc2/qy7qumBritFjq5eTiOof1gARSZC6L8/Izk3Qq0Ujq3X0NbeZzZR1zgQrFE3dN2jJnism9VESATzdLaL2X0xEDosBiIisypxmNlPWOfv30zEIk9Wupki9qOvKw1dNPuafuy6hz8d7sP3BEPvquDYZkXPjMHgdOAyeqPbMmWHZ2ISE289l45V1iXVVdA19y21wAkUix8SlMGqJAYio7hkLTL+euYEZ65PMWpLDGqrPCaRvAkWuTUZkf+Y8v9kERkQOwVi/pKEdw7FkfJdaf0/3ZgFm7V91TqBKpYgFW1N0dvA2dQg+ETkGBiAichpDO4Zh+bNdLOoTJEDVTLV+ai8sf7YLQvw8zTr+al6pWRMoEpFj4zB4InIqVYfx5xTfxcJfzqOgzPBs0tVHoFU9x+Ert7Bkb6rR731v8zmTgxcnUCRyfAxAROR0qi7J0cDdBdMedJDW1/AUqqODsvoc3ZsH4n+J1/XOXQQAbi4C7itFk9c44wSKRI6PTWBE5NT0DbsP9HHHlN7NsP6lnjg0e4DejslVh+LrM6VPM5z82yB8MT4G3h6uBvf18XCF4k4FFLett8YZEVmfXUeBHThwAJ988glOnTqF7OxsbN68GaNGjfqzcHpmQFu0aBFmzZql97xLly7FJ598gpycHHTq1AlffPEFunfvbnK5OAqMyPmYM+xel/hfU/CfA2k6PxPw5+gufaPAahwjANGhfugZ1Qg9owLRvXkg/L09TC7PvftKrE24hvSC24gM9MbEXs3g4cb/ZyUyxGmGwf/22284fPgwYmNjMWbMmBoBKCcnp8b+U6ZMwZUrVxAVFaXznBs3bsSkSZOwfPly9OjRA59//jk2bdqEixcvIjg42KRyMQARSUulUkSfj/fobeLSNRS++jxAwb6eGNEpDLcrlDh2NR+pt8q0z/EgEPWICkTPqEboYSAQxf+agq8PpmkN+XcRgJf6NsecoYZrq2obBImcmdMEoKoEQagRgKobNWoUSkpKsHv3br379OjRA926dcOSJUsAAEqlEnK5HH/961/x7rvv6jymvLwc5eXlmvfFxcWQy+UMQEQSkZCaj/FfHzW63/qXemr6HhkLGjdL7uLY1QIcvZqPo3oCUZsQ3yo1RI0Q6ONhsCYKAF5+RH8I4gSNJHXmBCCn6QSdm5uLbdu2Yc2aNXr3uXfvHk6dOoU5c+Zotrm4uGDQoEFISEjQe1x8fDwWLFhg1fISkfMwddRW1f2qdsTWJdjXC8M7hWN4p3DNscfT1IGoAFduluKPnBL8kVOC1UeuAQBaBTfE5ZulBsvw9cE0vPV42xrNYfqa5tTroC19JgYBPp6sGSJ6wGkC0Jo1a+Dr64sxY8bo3ScvLw+VlZUICQnR2h4SEoI//vhD73Fz5szBzJkzNe/VNUBEJA2mjtqqzeiuYF8vPNExHE90VAWiWyXlOJ5WgGNpqhqiS7mlRsMPAChFYG3CNUzp+2c3AFMmaKw+izZrhkjqnCYArVy5EhMmTICXl/WHl3p6esLT07xJ0Yio/lCvSq9vKLy6D1D35oFW+87Gvp4Y1jEMwzqqAkh+aTlm/pCM/ZfyjB679+JNDOkQhnD/BgBgdIJGADWWEFHXDHHpDpIqpwhABw8exMWLF7Fx40aD+wUFBcHV1RW5ubla23NzcxEaGmrLIhKRE1MPhZ+2LhECtOcTqj6JorlM7ZTcqKEnHmnV2KQAdOhKPh7+aA/kgQ3Qo3kjuLuaX66qS3c81i6UzWEkOU4xpnLFihWIjY1Fp06dDO7n4eGB2NhYrU7SSqUSu3fvRq9evWxdTCJyYvrmEwqVeVlcS7L9XDb6fLwH478+itc3JGP810fR5+M92H4uW+f+E3s1gyk5pEMTGVxdBGQW3MF/T2Vh/fFMs8umxqU7/lSpFJGQmo+fkq8jITWfa7rVc3atASotLcWVK1c079PS0pCcnIzAwEBEREQAUPXH2bRpExYvXqzzHAMHDsTo0aMxY8YMAMDMmTMxefJkdO3aFd27d8fnn3+OsrIyPP/887a/ICJyalrLbCjuoKDsHgIbekLWwAOVStGsWhJjnZJ1hSoPNxe81Le5SaPASsvv4+S1ggcdqwuQmFFozqVql6nYOZbusOUQf46gkx67BqCTJ0+if//+mvfqjsiTJ0/G6tWrAQAbNmyAKIoYP368znOkpqYiL+/PKuNx48bh1q1beP/995GTk4POnTtj+/btNTpGExHp4uoiQHHnHhb9ftHih6GxTskC9Dc9qYe4G5sHqKGnG/q1CUa/Nqr5zX5Ovo7XNiSbc6kaBaXlxneyM1sGFEvCKjk/h5kHyJFwIkQi6dL3MFTHFFMehpbMK1SdJTNB/33reaw8fM3o91bXvXkgZg5qjc4R/vByN7zUhz1Y457oY+4kmOTY6uU8QEREtlabmpuqLJlXqDoPNxetoe6meKxdqEUB6HhaAZ7++ijcXAR0iQxA92aqpTu6RAagoad9HxPWuif6GBtBJ+LPflKG5n0i58MARET0gLUehnUxr5AuxobzG3P/QR+b42kFwF5Vc2D7cD90exCIujULRICP6euZAYb77ZjSp8fWAcUaYZWcEwMQEdED1noY2mNeIcDwcH5TyRq4YUDbEJxML0BmwR2czlLgdJYC3xxSdcxuHdJQE4hU19lA77kM9dsBYFKfHmvdE31h61pemcHj1KwdVsn+GICIiB6wVs2NLecVMkY9nL96uHARak6GqIvizn2M7SrHP8d1xo2iOzhxrQDH0gpwIq0Al2+W4lKu6vXdsQwAQNOABpoms27NAxEV5ANBEPDrmWy8+n1ijfPnKO7ilXU1t6s/q97p2JJ7Uj3sFJaVY+G2C1o/j0AfdzzZpQm+PnjN4HltFVbJ/tgJWgd2giaSJnWHWGM1N6Z2iLXn0OrqISA2MgD/3n0JS/amGj32X093xsjOTWpsLyi7hxMPht6fuFaA8zeKa8yVE9TQA00DGuB0psKiGqjqP2Nz74mun3ltCKhdJ2uqW+wETURkAWvX3FSdV6iuFyHVtVhr75aNTQpA+mpdAn08MPihUAx+SDWzfmn5fSSmF2pCUXJmEfJK7yGv9J7F5a7ep8ece6JvtFhtxLUPsWgeKHJ8rAHSgTVARNJWXyfFs3YNV3WldyvQ66PdKLlbWeuyVq+FMnZPjA1nr636cP+lgDVARES1YM+aG1uyZd+k7eeyMXfzOauEH6BmLZShe1KpFLH6cJrNwg+gqpXipIj1C2uAdGANEBHVZ9au4bJ205OLAAzrEIbuzQPRtVkgWof46g1l1u7zY0wYJ0V0aOY8vxmAdGAAIqL6zlrratWm6cnUofq+Xm6IjQxAt2aBiI0MQGe5asZqW/T5MYWhGbzJvtgERkREBunqJG0JYxMVVuciAEvGd4GLi+55gN4d0gaNfb1wIq0QJ9MLkJheiJK797Hv4i3su3gLAODuKqB9uAyXckvqPPwAnBSxvmAAIiIii5kbBpaMj8HQjqpmNkP9rB5uEQQAuF+pxB85JThxrQAnr6lGnN0sKUdSZpFVr8McnBSxfmAAIiIii5kaBgJ93PGP0R20+hiZUgvl5uqC9k1kaN9Ehud7N4coisgsuIP/HEjVTMZYlxr5eBicFNFaTYtkewxARERkMVPWH2vk44GEOQONrmZvCkEQENHIG090DLc4APl4uGJizwgsP5Bm9pIhC0e2N6tDNofPO67a/zYSEZFkqYfWA38OpVcTHrz+b3R7q4SfqtTBy5K6lbJ7lVh+IA2hMi+4u5p+hoFtG2ua76pTd8iu3h9KvbzH9nPZFpSUbIkBiIiIakW9/lioTLs5LFTmZda8OZVKEQmp+fgp+ToSUvNrLLNRlaHgZaocxV3cqzS9/ufFvi10bq9UiliwNUVnTZJ624KtKQavh+oem8CIiKjWajt5pCXNR/oWfjWVOc1fAd7uiGrso/MzYyPhqi/vQY6BAYiIiKzC0qH1+ubz0bU6fHVx7cMwoG0IesbvQkFZhVnfa059TOHtCvT4x240a+SNLpEBiH3wah3sa/JIOA6fdywMQEREZDfGmo8EqJqPHmsXqrc26VR6odnhx1Te7q6IjQxAbsldXMotxbX827iWfxs/Jl4HAPh6uqG5npqh6jh83rEwABERkd1Yo/nIljUrX0/uit4tVXMSKW5XICmzEInphTiZXojkzCKUlN/HmSyF0fOEybwMDp+vb5xhOgAGICIishtrNB/ZqmYlTOaFnlF/hi6Ztzv6tQlGvzbBAP6cpDExoxBbT9/AiWuFes/l6eaCrw9eRWxkADo0kcHL3dUmZXYEzjIdAAMQERHZjanhxdB+psxFZIn5w9sZrLWoOknjpF7NEP9rCv5zIE3nvtfyb+Oj3/4AoFrKo124DF0i/NElIgBdIgMQLvOCIDhWDYklatOfq64xABERkd0Ult0zuo+x5iP1kPhp6xLNnthQnzcHtTbrQV2pFPHzacNz/Xi5ucC3gTtulZTjdGYRTmcWYdXhawCAED9PVRiKCECXSH88FO58tUTW6M9VlxiAiIjILiqVIhZuSzG637xh0UYfmPqGxIfJvDBvWDQCfDxxs+Qughp64q0fkpFbXK43KIX6eWLGgJbmXIpJi8Leva/EynGdIQ/0RmKGqi9RYkYRUrKLkVtcjt/O5eC3czkAAA9XF7QL99MEoi4RAaqJHx24lsjZpgNgACIiIrswdSX5AB9Pk85n6lxEH4x4CNPWJeo8h/Dgc3NrKEzty3SrtBwPtwyCPNAbIzs3AQDcuVeJM1lFSMwo0gSj/LJ7SM4sQnJmEVYeVh3r6LVEzjYdAAMQERHZhS0emKbMRRTXPgxTH2mOrw+moerkzC4C8FLf5hb1UalNX6YGHq7oEdUIPR50uBZFERkFt5GYUYikB6HoQnZJjVqiqn2JYiICECP3R9OABnarJbJGf666xABERER2Ya8H5vZz2fjqQFqNJjBRBL46kIaYiACzQ5CxjtgCVEuDmDIUXhAERDbyQWQjH4yOaQoAuH3vPs5mKZCYUYSkDFXTWV5pzb5EjX09ESN/EIgi/NGxqQzeHnXzqLfmz6AuMAAREZFd2OOBaauOuoY6YqvPYmxUmSHeHm41aomyCu9oaomSMgpx/kYxbpWUY0dKLnak5GrK1SbEFzERf4ai5o184GKDTsi2/hlYmyCKIldnq6a4uBgymQwKhQJ+fn72Lg4RUb2lHjYN6H5gWnvYdEJqPsZ/fdTofutf6mnxsh72mgPnbkUlzt9QaJrNkjKKdPax8vNyQ+cHTWadI/wRI/eHv7eH1cphz5+BOc9vBiAdGICIiOpOXT4wf0q+jtc3JBvd719Pd9Z0UjaXI82CnK24g6QMVWfqpIxCnMlSoPy+ssZ+zYN8qgSiALQN84W7q4vF32uvnwEDUC0xABER1a26emDaugbI0VVUKvFHdgmSMx80nWUWIS2vrMZ+nm6qSR7Voaiz3B9N/O3XwdpUDEC1xABERFQ/VSpF9Pl4j9F+R4dmD3CYviq2VvhgyH3Sg2H3pzOLoLhTc3HZoIaeiHkQhjrLVR2sfb3cTf6ee/eVWJtwDekFtxEZ6I2JvZrBw83yWiZdGIBqiQGIiKj+qut+R45KX62bKIpIyyvTNJ0lZxbhQnYx7iu144IgAC0bN1QFogh/dGrqj7ahvnDT0XQW/2uK3mkH5gxtZ7VrYgCqJQYgIqL6zVkW7LQVc6//bkUlzl1XaAJRcmYRsgrv1NjPy90FHZrI0Knpn6FobUIavjp4TW9ZXurbHO8Ns04IYgCqJQYgIqL6z5E6K9clfQuWmlsDpl7TLLlK01lJ+X2LyrTk6Rg80TncomOrYgCqJQYgIiKqj9R9oPQtQVKbPlBKpYireaVIyijCmSxVbdH5GwooTUwZy63Q9GjO89u6vY+IiIjIYZmzYKm5XFwEtAz2xVNd5Vg4qj22/rUPxnePMPn4BVtTUGlqWrICBiAiIiKJqOsFS6OCfEze19LgZSkGICIiIomo6/XXJvZqBnNa0upypXgGICIiIolQr7+mL5MIUI0Gs9b6ax5uLnipb3OT96/LleIZgIiIiCRCvWApgBohyFYLls4Z2s5oCLJ28DIFAxAREZGExLUPw7JnuyBUpl3bEirzstkkkO8Na4clT8fo/MxeK8W71dk3ERERkUOIax+Gx9qF1uk8SE90Doebm1BjAsZQO01AyXmAdOA8QERERLZhywkozXl+swaIiIiI6oyri4BeLRrZuxjsA0RERETSwwBEREREksMARERERJLDAERERESSwwBEREREksMARERERJLDAERERESSwwBEREREksMARERERJLDmaB1UK8OUlxcbOeSEBERkanUz21TVvliANKhpKQEACCXy+1cEiIiIjJXSUkJZDKZwX24GKoOSqUSN27cgK+vLwTBuivjFhcXQy6XIzMzs14utFqfr68+XxtQv6+vPl8bwOtzZvX52oC6vz5RFFFSUoLw8HC4uBju5cMaIB1cXFzQtGlTm36Hn59fvfxlV6vP11efrw2o39dXn68N4PU5s/p8bUDdXp+xmh81doImIiIiyWEAIiIiIslhAKpjnp6emD9/Pjw9Pe1dFJuoz9dXn68NqN/XV5+vDeD1ObP6fG2AY18fO0ETERGR5LAGiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAcgGli5dimbNmsHLyws9evTA8ePHDe6/adMmtG3bFl5eXujQoQN+/fXXOiqpeeLj49GtWzf4+voiODgYo0aNwsWLFw0es3r1agiCoPXy8vKqoxKb7oMPPqhRzrZt2xo8xlnuGwA0a9asxvUJgoDp06fr3N/R79uBAwcwfPhwhIeHQxAEbNmyRetzURTx/vvvIywsDA0aNMCgQYNw+fJlo+c192/XFgxdW0VFBWbPno0OHTrAx8cH4eHhmDRpEm7cuGHwnJb8ftuKsXv33HPP1ShrXFyc0fM6wr0DjF+frr9DQRDwySef6D2no9w/U54Bd+/exfTp09GoUSM0bNgQTz75JHJzcw2e19K/19piALKyjRs3YubMmZg/fz4SExPRqVMnDB48GDdv3tS5/5EjRzB+/HhMmTIFSUlJGDVqFEaNGoVz587VccmN279/P6ZPn46jR49i586dqKiowOOPP46ysjKDx/n5+SE7O1vzSk9Pr6MSm+ehhx7SKuehQ4f07utM9w0ATpw4oXVtO3fuBAA89dRTeo9x5PtWVlaGTp06YenSpTo/X7RoEf79739j+fLlOHbsGHx8fDB48GDcvXtX7znN/du1FUPXdvv2bSQmJmLevHlITEzEjz/+iIsXL2LEiBFGz2vO77ctGbt3ABAXF6dV1vXr1xs8p6PcO8D49VW9ruzsbKxcuRKCIODJJ580eF5HuH+mPAPefPNNbN26FZs2bcL+/ftx48YNjBkzxuB5Lfl7tQqRrKp79+7i9OnTNe8rKyvF8PBwMT4+Xuf+Y8eOFYcNG6a1rUePHuLLL79s03Jaw82bN0UA4v79+/Xus2rVKlEmk9VdoSw0f/58sVOnTibv78z3TRRF8fXXXxdbtGghKpVKnZ87y30TRVEEIG7evFnzXqlUiqGhoeInn3yi2VZUVCR6enqK69ev13sec/9260L1a9Pl+PHjIgAxPT1d7z7m/n7XFV3XN3nyZHHkyJFmnccR750omnb/Ro4cKQ4YMMDgPo56/6o/A4qKikR3d3dx06ZNmn0uXLggAhATEhJ0nsPSv1drYA2QFd27dw+nTp3CoEGDNNtcXFwwaNAgJCQk6DwmISFBa38AGDx4sN79HYlCoQAABAYGGtyvtLQUkZGRkMvlGDlyJM6fP18XxTPb5cuXER4ejqioKEyYMAEZGRl693Xm+3bv3j2sW7cOL7zwgsHFfp3lvlWXlpaGnJwcrfsjk8nQo0cPvffHkr9dR6FQKCAIAvz9/Q3uZ87vt73t27cPwcHBaNOmDaZNm4b8/Hy9+zrzvcvNzcW2bdswZcoUo/s64v2r/gw4deoUKioqtO5F27ZtERERofdeWPL3ai0MQFaUl5eHyspKhISEaG0PCQlBTk6OzmNycnLM2t9RKJVKvPHGG+jduzfat2+vd782bdpg5cqV+Omnn7Bu3ToolUo8/PDDyMrKqsPSGtejRw+sXr0a27dvx7Jly5CWloa+ffuipKRE5/7Oet8AYMuWLSgqKsJzzz2ndx9nuW+6qO+BOffHkr9dR3D37l3Mnj0b48ePN7jQpLm/3/YUFxeHb7/9Frt378bHH3+M/fv3Y8iQIaisrNS5v7PeOwBYs2YNfH19jTYROeL90/UMyMnJgYeHR40wbuwZqN7H1GOshavBk0WmT5+Oc+fOGW2H7tWrF3r16qV5//DDDyM6Ohr/+c9/sHDhQlsX02RDhgzR/Ltjx47o0aMHIiMj8cMPP5j0f2fOZMWKFRgyZAjCw8P17uMs903KKioqMHbsWIiiiGXLlhnc15l+v59++mnNvzt06ICOHTuiRYsW2LdvHwYOHGjHklnfypUrMWHCBKMDDBzx/pn6DHBkrAGyoqCgILi6utbo8Z6bm4vQ0FCdx4SGhpq1vyOYMWMGfvnlF+zduxdNmzY161h3d3fExMTgypUrNiqddfj7+6N169Z6y+mM9w0A0tPTsWvXLrz44otmHecs9w2A5h6Yc38s+du1J3X4SU9Px86dOw3W/uhi7PfbkURFRSEoKEhvWZ3t3qkdPHgQFy9eNPtvEbD//dP3DAgNDcW9e/dQVFSktb+xZ6B6H1OPsRYGICvy8PBAbGwsdu/erdmmVCqxe/durf+brqpXr15a+wPAzp079e5vT6IoYsaMGdi8eTP27NmD5s2bm32OyspKnD17FmFhYTYoofWUlpYiNTVVbzmd6b5VtWrVKgQHB2PYsGFmHecs9w0AmjdvjtDQUK37U1xcjGPHjum9P5b87dqLOvxcvnwZu3btQqNGjcw+h7Hfb0eSlZWF/Px8vWV1pntX1YoVKxAbG4tOnTqZfay97p+xZ0BsbCzc3d217sXFixeRkZGh915Y8vdqNTbtYi1BGzZsED09PcXVq1eLKSkp4tSpU0V/f38xJydHFEVRnDhxovjuu+9q9j98+LDo5uYmfvrpp+KFCxfE+fPni+7u7uLZs2ftdQl6TZs2TZTJZOK+ffvE7Oxszev27duafapf34IFC8Tff/9dTE1NFU+dOiU+/fTTopeXl3j+/Hl7XIJeb731lrhv3z4xLS1NPHz4sDho0CAxKChIvHnzpiiKzn3f1CorK8WIiAhx9uzZNT5ztvtWUlIiJiUliUlJSSIA8bPPPhOTkpI0I6E++ugj0d/fX/zpp5/EM2fOiCNHjhSbN28u3rlzR3OOAQMGiF988YXmvbG/XUe4tnv37okjRowQmzZtKiYnJ2v9HZaXl+u9NmO/345yfSUlJeLbb78tJiQkiGlpaeKuXbvELl26iK1atRLv3r2r9/oc5d4Zuz41hUIhent7i8uWLdN5Dke9f6Y8A1555RUxIiJC3LNnj3jy5EmxV69eYq9evbTO06ZNG/HHH3/UvDfl79UWGIBs4IsvvhAjIiJEDw8PsXv37uLRo0c1nz366KPi5MmTtfb/4YcfxNatW4seHh7iQw89JG7btq2OS2waADpfq1at0uxT/freeOMNzc8iJCREHDp0qJiYmFj3hTdi3LhxYlhYmOjh4SE2adJEHDdunHjlyhXN585839R+//13EYB48eLFGp85233bu3evzt9F9TUolUpx3rx5YkhIiOjp6SkOHDiwxnVHRkaK8+fP19pm6G+3rhi6trS0NL1/h3v37tWco/q1Gfv9rkuGru/27dvi448/LjZu3Fh0d3cXIyMjxZdeeqlGkHHUeyeKxn83RVEU//Of/4gNGjQQi4qKdJ7DUe+fKc+AO3fuiK+++qoYEBAgent7i6NHjxazs7NrnKfqMab8vdqC8KAwRERERJLBPkBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERkF82aNcPnn39u72LUmX79+uGNN96wdzGI6AEGICKSvPXr18PV1RXTp0+3d1GIqI4wABGR5K1YsQLvvPMO1q9fj7t379q7OERUBxiAiMgm+vXrhxkzZmDGjBmQyWQICgrCvHnzUHX5wdu3b+OFF16Ar68vIiIi8NVXX2mdY/bs2WjdujW8vb0RFRWFefPmoaKiQvP56dOn0b9/f/j6+sLPzw+xsbE4efKk5vNDhw6hb9++aNCgAeRyOV577TWUlZVpfUdaWhqOHDmCd999F61bt8aPP/6o9fnq1avh7++P33//HdHR0WjYsCHi4uKQnZ2t2ef+/ft47bXX4O/vj0aNGmH27NmYPHkyRo0apffnU15ejrfffhtNmjSBj48PevTogX379pnzIyaiWmAAIiKbWbNmDdzc3HD8+HH861//wmeffYZvvvlG8/nixYvRtWtXJCUl4dVXX8W0adNw8eJFzee+vr5YvXo1UlJS8K9//Qtff/01/vnPf2o+nzBhApo2bYoTJ07g1KlTePfdd+Hu7g4ASE1NRVxcHJ588kmcOXMGGzduxKFDhzBjxgytMq5atQrDhg2DTCbDs88+ixUrVtS4jtu3b+PTTz/F2rVrceDAAWRkZODtt9/WfP7xxx/ju+++w6pVq3D48GEUFxdjy5YtBn82M2bMQEJCAjZs2IAzZ87gqaeeQlxcHC5fvmzWz5iILGTz9eaJSJIeffRRMTo6WlQqlZpts2fPFqOjo0VRFMXIyEjx2Wef1XymVCrF4OBgcdmyZXrP+cknn4ixsbGa976+vuLq1at17jtlyhRx6tSpWtsOHjwouri4iHfu3BFFURQrKytFuVwubtmyRRRFUbx165bo4eEhXr16VXPMqlWrRADilStXNNuWLl0qhoSEaN6HhISIn3zyieb9/fv3xYiICHHkyJFaP4/XX39dFEVRTE9PF11dXcXr169rlW/gwIHinDlz9F4/EVkPa4CIyGZ69uwJQRA073v16oXLly+jsrISANCxY0fNZ4IgIDQ0FDdv3tRs27hxI3r37o3Q0FA0bNgQf/vb35CRkaH5fObMmXjxxRcxaNAgfPTRR0hNTdV8dvr0aaxevRoNGzbUvAYPHgylUom0tDQAwM6dO1FWVoahQ4cCAIKCgvDYY49h5cqVWtfh7e2NFi1aaN6HhYVpyqlQKJCbm4vu3btrPnd1dUVsbKzen8vZs2dRWVmJ1q1ba5Vv//79WtdARLbjZu8CEJF0qZur1ARBgFKpBAAkJCRgwoQJWLBgAQYPHgyZTIYNGzZg8eLFmv0/+OADPPPMM9i2bRt+++03zJ8/Hxs2bMDo0aNRWlqKl19+Ga+99lqN742IiACg6vxcUFCABg0aaD5TKpU4c+YMFixYABcXF73lFKv0ZTJXaWkpXF1dcerUKbi6ump91rBhQ4vPS0SmYwAiIps5duyY1vujR4+iVatWNR76uhw5cgSRkZF47733NNvS09Nr7Ne6dWu0bt0ab775JsaPH49Vq1Zh9OjR6NKlC1JSUtCyZUud58/Pz8dPP/2EDRs24KGHHtJsr6ysRJ8+fbBjxw7ExcUZLadMJkNISAhOnDiBRx55RHOOxMREdO7cWecxMTExqKysxM2bN9G3b1+j30FE1scAREQ2k5GRgZkzZ+Lll19GYmIivvjiC60aHENatWqFjIwMbNiwAd26dcO2bduwefNmzed37tzBrFmz8Je//AXNmzdHVlYWTpw4gSeffBKAagRZz549MWPGDLz44ovw8fFBSkoKdu7ciSVLlmDt2rVo1KgRxo4dq9VMBwBDhw7FihUrTApAAPDXv/4V8fHxaNmyJdq2bYsvvvgChYWFNc6r1rp1a0yYMAGTJk3C4sWLERMTg1u3bmH37t3o2LEjhg0bZtL3EpHlGICIyGYmTZqEO3fuoHv37nB1dcXrr7+OqVOnmnTsiBEj8Oabb2LGjBkoLy/HsGHDMG/ePHzwwQcAVP1s8vPzMWnSJOTm5iIoKAhjxozBggULAKj6F+3fvx/vvfce+vbtC1EU0aJFC4wbNw4AsHLlSowePVpnSHnyyScxceJE5OXlmVTW2bNnIycnB5MmTYKrqyumTp2KwYMHG6zpWrVqFT788EO89dZbuH79OoKCgtCzZ0888cQTJn0nEdWOINamIZuISI9+/fqhc+fOklruQk2pVCI6Ohpjx47FwoUL7V0cItKBNUBERLWUnp6OHTt24NFHH0V5eTmWLFmCtLQ0PPPMM/YuGhHpwWHwRES15OLigtWrV6Nbt27o3bs3zp49i127diE6OtreRSMiPdgERkRERJLDGiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikpz/B1NAZ95EapxEAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63803.0 63804.0 91 1 Parameter('H', value=16.29675732329404, unit=mag) Parameter('G12', value=0.6261550990434358, unit=, bounds=[0, 1])\n", + "[-0.04362254] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63803\n", + "plots/phase_curve_6098332225018000_63803.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63804.0 63805.0 92 1 Parameter('H', value=16.296866526654988, unit=mag) Parameter('G12', value=0.6275630887016324, unit=, bounds=[0, 1])\n", + "[0.00242398] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63804\n", + "plots/phase_curve_6098332225018000_63804.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63821.0 63822.0 93 1 Parameter('H', value=16.29685417825751, unit=mag) Parameter('G12', value=0.6274138228383257, unit=, bounds=[0, 1])\n", + "[0.00663597] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63821\n", + "plots/phase_curve_6098332225018000_63821.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63823.0 63824.0 94 1 Parameter('H', value=16.296863617580957, unit=mag) Parameter('G12', value=0.6274329271177836, unit=, bounds=[0, 1])\n", + "[-0.06273261] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63823\n", + "plots/phase_curve_6098332225018000_63823.png\n" + ] + }, + { + "data": { + "image/png": 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REZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5LiZctC3336rcbsgCPDy8kK7du3Qpk0bswpGREREZC0mBaCxY8dCEASIoqi2XblNEAT0798fO3bsQLNmzSxSUCIiIiJLMakJbO/evejZsyf27t2L4uJiFBcXY+/evejduze+++47HDlyBAUFBXj99dctXV4iIiIis5lUAzRnzhx88sknePTRR1XbBg8eDC8vL8yYMQMXL17Ehx9+iBdeeMFiBSUiIiKyFJNqgNLT0+Hn59dgu5+fH65duwYAaN++Pe7cuWNe6YiIiIiswKQAFB8fj3nz5uH27duqbbdv38bf/vY39OzZEwBw5coVhIeHW6aURERERBZkUhPYmjVrMGbMGLRq1UoVcrKzsxEVFYWdO3cCAMrKyvD3v//dciUlIiIishBBrD+Uy0ByuRw//fQTfv/9dwBAhw4d8OSTT8LFxfmnFiopKYFMJkNxcbHGpj4iIiJyPMa8v00OQI0ZAxAREZHzMeb9bVITGACUl5fj8OHDyMrKwr1799S+e/nll009LREREZHVmRSAzp07hxEjRqCiogLl5eUICAjAnTt34O3tjaCgIAYgIiIicmgmddh59dVXMWrUKBQWFqJJkyY4ceIEMjMzER8fj/fee8/SZSQiIiKyKJMCUGpqKl577TW4uLjA1dUV1dXVCA8Px7Jly7BgwQJLl5GIiIjIokwKQO7u7qrRXkFBQcjKygIAyGQyZGdnW650RERERFZgUh+guLg4nD59Gu3bt8fjjz+ORYsW4c6dO9i4cSO6dOli6TISERERWZRJNUD//Oc/ERoaCgD43//9XzRr1gwzZ87E7du38cknn1i0gERERESWxnmANOA8QERERM7HmPe380/bTERERGQkkwJQQUEBZs2ahU6dOiEwMBABAQFqP4Y6cuQIRo0ahbCwMAiCgB07djTY59KlSxg9ejRkMhl8fHzQs2dPVadrbbZt24aOHTvCy8sLXbt2xffff2/sLRIREVEjZlIn6MmTJ+Pq1auYNm0agoODIQiCSRcvLy9HbGwsXnjhBYwfP77B9+np6ejfvz+mTZuGJUuWwM/PDxcvXoSXl5fWcx4/fhyJiYlISkrCU089hS+//BJjx45FSkoKO2gTERERABP7APn6+uLo0aOIjY21XEEEAdu3b8fYsWNV25555hm4u7tj48aNBp9n4sSJKC8vx3fffafa1qdPH3Tv3h2rV6/WeEx1dTWqq6tVn0tKShAeHs4+QERERE7E6n2AOnbsiMrKSpMKZyi5XI7du3cjOjoaw4YNQ1BQEHr37q2xmayu5ORkDBkyRG3bsGHDkJycrPWYpKQkyGQy1U94eLglboGIiIgclEkB6P/+7//w1ltv4fDhwygoKEBJSYnajyXcunULZWVleOedd5CQkICffvoJ48aNw/jx43H48GGtx+Xl5SE4OFhtW3BwMPLy8rQe8+abb6K4uFj1w8kciYiIGjeT+gD5+/ujpKQEgwYNUtsuiiIEQUBtba3ZBZPL5QCAMWPG4NVXXwUAdO/eHcePH8fq1avx+OOPm30NJU9PT3h6elrsfEREROTYTApAkyZNgru7O7788kuzOkHrEhgYCDc3N3Tq1Elte0xMDI4ePar1uJCQEOTn56tty8/PR0hIiMXLSERERM7JpAB04cIFnDt3Dh06dLB0eVQ8PDzQs2dPXL58WW3777//jsjISK3H9e3bF/v378crr7yi2rZ371707dvXWkUlIiIiJ2NSAHrkkUeQnZ1tdgAqKyvD1atXVZ8zMjKQmpqKgIAAREREYN68eZg4cSIee+wxDBw4EHv27MGuXbtw6NAh1TFTpkxBy5YtkZSUBACYM2cOHn/8cbz//vsYOXIktmzZgjNnznCJDiIiIlIxaRj8tm3b8Pbbb2PevHno2rUr3N3d1b7v1q2bQec5dOgQBg4c2GD71KlTsX79egDA2rVrkZSUhBs3bqBDhw5YsmQJxowZo9r3iSeeQOvWrVX7K8v397//HdevX0f79u2xbNkyjBgxwuD741IYREREzseY97dJAcjFpeHgMUEQLNoJ2p4YgIiIiJyPMe9vk5rAMjIyTCoYERERkSMwKQDp6oRc18iRI/HZZ58hNDTUlMsQERERWYVVV4M/cuSI1WeMJiIiIjKWVQMQERERkSNiACIiIiLJYQAiIiIiyWEAIiIiIslhACIiIiLJsWoAWrBgAQICAqx5CSIiIiKjGTwT9LfffmvwSUePHm1ygRwBZ4ImIiJyPlaZCXrs2LFqn5VLX9T9rOTsS2EQERFR42ZwE5hcLlf9/PTTT+jevTt++OEHFBUVoaioCN9//z169OiBPXv2WLO8RERERGYzaSmMV155BatXr0b//v1V24YNGwZvb2/MmDEDly5dslgBiYiIiCzNpE7Q6enp8Pf3b7BdJpPh+vXrZhaJiIiIyLpMCkA9e/bE3LlzkZ+fr9qWn5+PefPmoVevXhYrHBEREZE1mBSA1q5di9zcXERERKBdu3Zo164dIiIikJOTgzVr1li6jEREREQWZVIfoHbt2uH8+fPYu3cvfvvtNwBATEwMhgwZojYajIiIiMgRGTwPkDZVVVXw9PRsVMGH8wARERE5H2Pe3yY1gcnlcixduhQtW7ZE06ZNkZGRAQBYuHAhm8CIiIjI4ZkUgP7xj39g/fr1WLZsGTw8PFTbu3Tpgs8++8xihSMiIiKyBpMC0IYNG/DJJ59g0qRJcHV1VW2PjY1V9QkiIiIiclQmBaCcnBy0a9euwXa5XI6amhqzC0VERERkTSYFoE6dOuHnn39usP2///0v4uLizC4UERERkTWZNAx+0aJFmDp1KnJyciCXy/HNN9/g8uXL2LBhA7777jtLl5GIiIjIokyqARozZgx27dqFffv2wcfHB4sWLcKlS5ewa9cuPPnkk5YuIxEREZFFmT0PUGPEeYCIiIicj9XnATp9+jROnjzZYPvJkydx5swZU05JREREZDMmBaBZs2YhOzu7wfacnBzMmjXL7EIRERERWZNJASgtLQ09evRosD0uLg5paWlmF4qIiIjImkwKQJ6ensjPz2+wPTc3F25uJg0sIyIiIrIZkwLQ0KFD8eabb6K4uFi1raioCAsWLOAoMCIiInJ4JlXXvPfee3jssccQGRmpmvgwNTUVwcHB2Lhxo0ULSERERGRpJgWgli1b4vz58/jiiy/wyy+/oEmTJnj++eeRmJgId3d3S5eRiIiIyKJM7rDj4+ODGTNmWLIsklB5rxaCAHi5u+rfmYiIiKzCpAC0YcMGnd9PmTLFpMI0dpkF5Xhp41l0D/fHOxO62bs4REREkmVSAJozZ47a55qaGlRUVMDDwwPe3t4MQFpk363E5fxS/JZXirgIf0zsGWHvIhEREUmSSaPACgsL1X7Kyspw+fJl9O/fH5s3b7Z0GRuN/u0D8dqT0QCAhTsv4tcbxXqOICIiImswKQBp0r59e7zzzjsNaodI3V+eaIchMUG4d1+OmV+cRVHFPXsXiYiISHIsFoAAwM3NDTdv3rTkKRsdFxcB7z/dHZHNvXGjsBKvbE2FXM71aImIiGzJpD5A3377rdpnURSRm5uLFStWoF+/fhYpWGMma+KOVZPiMX7VMRy6fBv/OXAFrwyJtnexiIiIJEMQRdHo6gcXF/WKI0EQ0KJFCwwaNAjvv/8+QkNDLVZAeygpKYFMJkNxcTH8/Pysdp2vz97Aa9t+gSAAa5/riYEdgqx2LSIiosbOmPe3STVAcrncpIKRugnxrXAuuxCbTmThlS2p+O6v/REe4G3vYhERETV6Fu0DRMZb+FQnxIb7o7iyBjO/OIuqmlp7F4mIiKjRM7gGaO7cuQaf9IMPPjCpMFLk6eaKVZN64KmPjuJCTgkW77yId//ASRKJiIisyeAAdO7cObXPKSkpuH//Pjp06AAA+P333+Hq6or4+HjLllACwvyb4D/PxGHK2pPYeiYbcRH+eKYXJ0kkIiKyFoMD0MGDB1X//cEHH8DX1xeff/45mjVrBkAxOeLzzz+PAQMGWL6UEtC/fSBeG9oBy3+8jEXfXkTnMBm6tpLZu1hERESNkkmjwFq2bImffvoJnTt3Vtt+4cIFDB061OnnArLVKLD65HIRMzaexb5L+QiTeWHzjD6IbO6jtk+tXMSpjLu4VVqFIF8v9GoTAFcXwWZlJCIiclRWHwVWUlKC27dvN9h++/ZtlJaWmnJKgnKSxFiMW3kM1+6UY8KqZGx4oRc6hSke4p4LuViyKw25xVWqY0JlXlg8qhMSujj31ANERES2ZNIosHHjxuH555/HN998gxs3buDGjRv4+uuvMW3aNIwfP97SZZQUWRN3bHmpD2JC/XCnrBoTP0nG6et3sedCLmZuSlELPwCQV1yFmZtSsOdCrp1KTERE5HxMagKrqKjA66+/jrVr16KmpgaAYhmMadOmYfny5fDx8dFzBsdmryawuoorazD98zM4df0uPN1c4O3hisKKGo37CgBCZF44On8Qm8OIiEiyjHl/mxSAlMrLy5Geng4AaNu2rdMHHyVHCEAAUFVTi1lfpGD/b7cM2n/z9D7o27a5lUtFRETkmIx5f5s1EWJubi5yc3PRvn17+Pj4wIwsRRp4ubti9eR49GzdzKD9b5VW6d+JiIiITAtABQUFGDx4MKKjozFixAjk5ir6n0ybNg2vvfaaRQsode6uLgYvlBrk62Xl0hARETUOJgWgV199Fe7u7sjKyoK398O1qyZOnIg9e/ZYrHCk0CeqOUL8PLV+L0AxGqxXmwDbFYqIiMiJmRSAfvrpJ7z77rto1aqV2vb27dsjMzPTIgWjh1xdBLw9ujN0dW9ePKoTO0ATEREZyKQAVF5erlbzo3T37l14emqvqSDTJXQJxapneyBUpt7M5SIAib3CMSQm2E4lIyIicj4mBaABAwZgw4YNqs+CIEAul2PZsmUYOHCgxQpH6hK6hOLo/EHYPL0P/jqoHcL8vSAXgS9PZWPkf47i5ysNJ6c0Ra1cRHJ6AXam5iA5vQC1cnZuJyKixsWkYfAXL17EoEGD0KNHDxw4cACjR4/GxYsXcffuXRw7dgxt27a1RlltxlGGwetTUyvHFycy8a99V1BcqZgjaHDHICwYGYO2LZqadE7ONk1ERM7KqvMA1dTUICEhAUlJSdi7dy9++eUXlJWVoUePHpg1axZCQ53/JeksAUipqOIe/r3/CjYmZ+K+XISbi4ApfVtjzuD2kHm7G3we5WzT9f9BKHsWrXq2B0MQERE5LKtPhNiiRQscP34c7du3N7mQjszZApBS+u0y/HP3JdXEif7e7nhlcHtM6hMJd1fdrZ21chH93z3QYKkNJc42TUREjs7qEyE+++yzWLNmjUmFI+tp26Ip1jzXExte6IXo4KYoqqjB27vSMOSDw9iZmgO5jr48pzLuag0/ACACyC2uwqmMu1YoORERkW2ZFIDu37+PVatW4ZFHHsFLL72EuXPnqv0Y6siRIxg1ahTCwsIgCAJ27NjRYJ9Lly5h9OjRkMlk8PHxQc+ePZGVlaX1nOvXr4cgCGo/Xl7SmiDwsegW+P7lAfjH2C4IbOqBzIIKzNmSihH/+Rn70vI1ztht6CzSnG2aiIgaAzdTDrpw4QJ69OgBAPj999/VvhMEw5tHysvLERsbixdeeEHjKvLp6eno378/pk2bhiVLlsDPzw8XL17UG2j8/Pxw+fJlk8rUWLi5uuDZPpEYF9cS649fx+rD6fgtrxQvbjiDHhH+mDeso9q6YYbOIs3ZpomIqDEwKQAdPHjQIhcfPnw4hg8frvX7t956CyNGjMCyZctU2wwZYSYIAkJCQgwuR3V1Naqrq1WfS0pKDD7W0fl4umHWwHaY1DsCHx+5hnXHMpCSVYTET09gQPtAzBvWAd1a+aNXmwCEyrx0NoMBQGH5PRuVnIiIyHrMWgzVmuRyOXbv3o3o6GgMGzYMQUFB6N27t8ZmsvrKysoQGRmJ8PBwjBkzBhcvXtS5f1JSEmQymeonPDzcQnfhOPy9PTA/oSOOzBuIyX0i4eYi4OcrdzB6xTHM3HQW6bfLsHBkjN7zLN2dpjYvEOcMIiIiZ2TSKDBrEAQB27dvx9ixYwEAeXl5CA0Nhbe3N/7xj39g4MCB2LNnDxYsWICDBw/i8ccf13ie5ORkXLlyBd26dUNxcTHee+89HDlyBBcvXmywdIeSphqg8PBwpxsFZoysggp8uO93bE/NgSgCggD0ah2AkwZ0cl44MgbP9WuDvWl5nDOIiIgchtWHwVtD/QB08+ZNtGzZEomJifjyyy9V+40ePRo+Pj7YvHmzQeetqalBTEwMEhMTsXTpUoOOcdZh8Kb4Pb8U/9r7O364kGfUcf7e7iiqqGmwnXMGERGRvVh9GLwtBAYGws3NDZ06dVLbHhMTo3MUWH3u7u6Ii4vD1atXLV3ERiE62Berno3HnlcGoE+U4avJawo/gGK4vAhgya40NocREZHDctgA5OHhgZ49e6qN5gIUo84iIyMNPk9tbS1+/fXXRjFDtTV1DPHDFy/2gV8Tk/rFN8A5g4iIyJFZ5m1norKyMrWamYyMDKSmpiIgIAARERGYN28eJk6ciMcee0zVB2jXrl04dOiQ6pgpU6agZcuWSEpKAgD8z//8D/r06YN27dqhqKgIy5cvR2ZmJl588UVb357TcXUR8IcerbD22HWLnG9vWp7aUHsiIiJHYdcaoDNnziAuLg5xcXEAgLlz5yIuLg6LFi0CAIwbNw6rV6/GsmXL0LVrV3z22Wf4+uuv0b9/f9U5srKykJubq/pcWFiI6dOnIyYmBiNGjEBJSQmOHz/eoCmNNHuyk+HTB+izM/Wm1mYwjh4jIiJ7cphO0I5ESp2g69O3JpixNk/vg75tm6NWLuJUxl3cKq3C9Tvl2HwqC3klD0fecfQYERGZy5j3t12bwMjxuLoIWDyqE/68KcUi58srrsSeC7l4+9s05JVoD1V5xVX486YUvDqkPVoH+iDI1wu92gRw4VUiIrIKBiBqIKFLKF4dEo1/7ftd/856HLt6B/9NydG7n7Ia8l/7rqi2KWuFnuwUoqo9YjAiIiJLYBOYBlJuAlOqlYvo985+tWYqU3i6uaD6vtykYwUoglH9OYfYXEZERJo0inmAyL5cXQS8PbozBDyc3NAUpoYf4GGtUP05h/KKqzBzUwr2XMhteBAREZEBGIBIq4QuoVj1bA+EyNRXgPf3doe/t7udSvUwGHGyRSIiMhX7AJFOCV1CNfbBAYAVB66o9dmxJREPJ1vkXENERGQsBiDSy9VF0Bgy5gyJRnFljcUmTjTFrVLLDNcnIiJpYRMYmcWSEyeaIsjXS/9ORERE9TAAkVl6tQlAqMzLrI7SphCgGA2mbI4jIiIyBgMQmUU5cSJg3mgxUzzTMwLfnb/JpTSIiMhonAdIA84DZLw9F3KxZFea2hIayvl7lPP5WEpTT1e4ubpwbiAiIlJjzPubAUgDBiDT1F3vSzlabG9aXoNgZA3K2qdVz/bgzNFERBLFAGQmBiDLUgajY1fvYMXBq1a7jgBA5u0OLzdXtXXHWDtERCQNnAmaHIpyGH374KZWvY4IxazR9Rdd5czRRERUH+cBIpsxZ8i6Of2IxAfHv/3tRfh6ueNOWTWbxoiIJI4BiGxGOWQ+r7hKb5hxEYC6A7tCZF54pmeEySvUiwDySqox6bOTqm1sGiMiki4GILIZ5ZD5mZtStNboTOvXGkM6hSA+shnOZhY2WH5jy+ksgwKUIZRNY6ue7cEQREQkMewErQE7QVuXpiHzhtbG7LmQi5mbUgBYZmi9AEXt0tH5g3Q2h2ka4cbmMyIix8JRYGZiALI+cwKFpgAV4ueJqvtyFFfUmBSMNk/vo3VRVXMCGxER2Q4DkJkYgByftjmHTK0dGhUbir8N64jwAG+1c1+/U4EP9/3e4Hx15x1iCCIicgwMQGZiAHJemmprjBHZ3Bt3y++htOq+3n31NZ+x2YyIyLaMeX+zEzQ1KgldQtVmgg708cRr235Bfon2jtN+Xm7oHCbDiYwCZBZUGHwtEUBucRVOZdxt0HzGZjMiIsfGiRCp0VFOvDime0v0ax+It0drXqxVePCz7A/dsOnF3mjR1NOk690qVa9tUnbUrl8LxQkZiYgcBwMQNXoJXUKx6tkeCJGpT8QYIvNS9eFR1BhVm3T+QJ+HwalWLmLJrjSNtU3KbUt2pXH1eiIiO2MTGElC/aax+n1y6tfiGOO/KTfg7+OOTqF+OJVxV2f/I13NZkREZDsMQCQZyqYxTcxZpmP7uRxsP5eDIF9PdAo1rNO8OYGLiIjMxwBEBOOW6dDmVmk1bpXeNmhfcwIXERGZj32AiPBwmQ6gYWdpSwuVPVzawxi1chHJ6QXYmZqD5PQC9iMiIjIDa4CIHlB2ljZnHiFDNHF3xcdH0jG4YzCig5tCEPRHLg6rJyKyLE6EqAEnQpQ29Zmgy7HuWAaKKvVPjFhfgI877pbXqD67uwqoqVX/c2vp3wSDOgZhUEwQ+kY1h5e7a4PzKIfVczZqIiLdOBO0mRiACNAePAz1r4ndEeLnpTbq7FZpFfZduoUDl/JxPL0A1fflqv2buLuiX7tADI4JwqCOQQj280KtXET/dw/orJFq7uOBo/MHITW7iLNOE5GkMQCZiQGIDAke+uhaYBUAKu/V4nj6Hez/7RYOXLqFvBL1a3UO80P7oKbYkXpT77UEqK9/xuYxIpIiBiAzMQBRcnoBEj89YdKx+tYI00QURaTlluDApVvY/9st/HKjCOb8ZbJ5jIikiGuBEZnJ1Hl6lMFj8ahORjVBCYKAzmEydA6T4a+D2+NOWTWO/H4b287eQHJ6gdHlEB+UZcmuNDzZKYTNYURE9XAYPJEGhs7TE+Djrva57vIa5ghs6onxPVph07TeCPEzbY2yurNOExGROtYAEWmgb2JEZTPX4XkDcTaz0Gqdj11dBLw9ujP+vCnF5HNYetbpuqPk2OGaiJwVAxCRBsqJEWduSmnQwbhuM5eHm4vV1/R6slMI/L3dUVRRo39nDdYfu47C8nsYEN0CUYE+EATB5BBjs/mIRBE4fBjYvBkoLASiooAXXgCioy13DSKSNHaC1oCdoEnJESYgNKdDdn0t/ZugTaA3LtwsUQtUynvStWCszeYjKi0FJkwA9u4F2rUDWrcGUlKAu3eBt94Cli4FDJg8koikh52giSxE3yrytmBuE1ZirwhkFpTjzPVC5BRVIqeossE+ucVV+POmlAY1TXWD0Rvf/KqxOdDiHa6ffx44eRLYtQsYOVIRdqqqgPffB/7+d6BVK+DPfzbvGkQkeQxARHroWkXeFsxdOLVPVACSxndFaVUNHlt2EIU6mtLqN7PlFVdh5qYUPNUtRGcTXN0O12b9ri5fBr7+Gli7FnjqqYfbvbwUtT9pacCyZcD06YBrw1mziYgMxVFgRA5O2SHb1HoVZYC6kFOiM/xoIj742XU+z6D9ze5wvXs30KQJkJio+ftp04CMDEUQIiIyAwMQkYMzdaV6Aeorz1t6NJgm5tZWobpaEYA8Gw79r5WLOF+q+O/zV/NQK2f3RSIyHQMQkRNQrlQfIlMPGM28FfMQ1Q9GmiZkNDuc6OHv7a4KWyaLjVV0dj59Wm3zngu56P/uAfz4/npUunni2cN30f/dA9hzIde86xGRZHEUmAYcBUaOStPw9b1peQaNVKuVi4j/x16Th9PrExPii+mPRaFfu0AE+2kOW3qH39fWQmzfHqXNWuDn/2xAQEggCsvvYdaXKYi6k43/fvE3/BjdF28Mf5nLfRBRA1wLzEwMQORsDJnXx9QAJEAxEMuYFqf2QU3xaNtAtPD1RAtfD0QE+KCwvBpLd1/SGdT2XMjFf1f+F/9aOx8lnk2xNXYocmRB6H7zMsZfOIBsWTAm/ukdFDfxVZXN2HXX6uPEjkSNBwOQmRiAqDEyZT4hZQyY8VgbfHIkAwA0DoV/ZUh73Lsvx9Grd/BrTrHBC7nWrcWRy0X85ctzAICoght46eTXGH3pCJrcr0Z+0wBs6TYMn/Uai1JPnwbn2Ty9j0mjzxxhnicishwGIDMxAFFjtDM1B3O2pBp1TN0wYGhY+PpsNl7bdt6o6/h7u6OksqZhLZMowrO2BtWu7jonP5zSNxLDu4QaVXtjs4kdichmOBEiETVgaCfohSNjEOjr2aA5yJBJIWvlIt776Xejy6a1WU4QUO3moff4DcmZ2JCcaXDtTa1cxJJdabaZ2JGIHBIDEJFEGLrA63P92mh96eubFPJUxl21GiJbU07cqK/2Rl85LTaxIxE5LA6DJ5IIXfMJaRo2bwpbzDWkizLYLdmVpnOeoH1pNprYkYgcFgMQkYRom08oROZlkT4v1p5ryBDK2pv1xzKwMzUHyekFamFoz4VcrDl23aBzOcL9EJF1sAmMSGKsucCrvmY2W1q6+5Lqv+su6rpkl/5lNJTNgWZP7EhEDos1QEQSpOzLM6Z7S/Rt29xiHX2NXbYjxM8T/t7uOvfVMfjLYMq+QSsOXDWoj5II4JmeEeZfmIgcFofBa8Bh8ETm0TZkfuHITmjm49FgJuuZm1IAaJ5j6KPEOPzz+0sW6Vwta+KG4sr7Bu+va1QZJ1AkcjycB8hMDEBE5jMmIOibY2jPhVz8+UFIsiVtcwJxAkUix8QAZCYGICLb0xeYvj9/E7M3nzNqSQ5LqL/cBidQJHJcxry/2QeIiByCvn5JI7qFYUViD7Ov0zfKuI7NdecE0jeBIqB/CD4ROQYGICJyGiO6hWL1sz0QKjN+eLoARTPVphf7YPWzPRDi52nU8VdulRo1gSIROTYOgycip1J3GH9eSRWWfncRd8t1r3Bff6LHuuc4dvU2VhxM13vdRTsvIsjXsNDECRSJHB8DEBE5nbpLcjRxd9E5igxQ9OGp30FZeY5ebQLwdUqOzrmL3F0F1MpF3CqtNqh8nECRyPGxCYyInJq22a0DfNwxrV9rbJ7eB0fnD9LaMbnu3EXavNCvNc4tGopPJsfDx8NV577eHq64XVqN2waGJSKyD7uOAjty5AiWL1+Os2fPIjc3F9u3b8fYsWMfFk7LDGjLli3DvHnztJ535cqVWL58OfLy8hAbG4uPPvoIvXr1MrhcHAVG5HzMnZcn6fs0fHwkQ+N3Ah6O7tI2CkyTdkFN0ScqAH2imqN3m+ZoYWATGgDcuy/HxuTryLxbgcgAb0zu2xoebvzfrES6OM0w+B9++AHHjh1DfHw8xo8f3yAA5eXlNdh/2rRpuHr1KqKiojSec+vWrZgyZQpWr16N3r1748MPP8S2bdtw+fJlBAUFGVQuBiAiaamVi+j/7gGtHZw1DYWvPw9QsK8nxvVoiaoaOU5m3MWl3JIG52kX1BS92zwIRFEBWpvKkr5Pw6c/Z6gN+XcRgOkD2uDNEbprqzhBI0mZ0wSgugRBaBCA6hs7dixKS0uxf/9+rfv07t0bPXv2xIoVKwAAcrkc4eHh+Otf/4o33nhD4zHV1dWorn5YXV1SUoLw8HAGICKJSE4vQOKnJ/Tut3l6H1XfI31Bo7D8Hk5dv4sT1wpw4tpd/JZXgvr/3zaqhQ96t2muqiUK9vPSWRMFAC89pj0EcYJGkjpjApDTdILOz8/H7t278fnnn2vd5969ezh79izefPNN1TYXFxcMGTIEycnJWo9LSkrCkiVLLFpeInIeho7aqrtf3Y7YmjTz8cCwziEY1jkEAFBUcQ+nMu7ixDVFKLqUV4Jrt8tx7XY5Np/KAgC0bu6N6wUVOsvw6c8ZeG1oxwbNYdqa5pTroK38Uxya+XiyZojoAacJQJ9//jl8fX0xfvx4rfvcuXMHtbW1CA4OVtseHByM3377Tetxb775JubOnav6rKwBIiJpMHTUljmju/y9PTC0cwiGPghExRU1OHX9Lk5eK8CJjAKk3SzRG34AQC4CG5OvY9qAh90ADJmgsf4s2qwZIqlzmgC0du1aTJo0CV5elh9e6unpCU9P4yZFI6LGo1ebAITKvLQOhVf2AerVxrhZpHWRebvjyU7BeLKT4n+wFVfW4NWt53Dgt9t6j913KR+DY4IR2dwbgiDonaARQIMlRJQ1Q1y6g6TKKQLQzz//jMuXL2Pr1q069wsMDISrqyvy8/PVtufn5yMkJMSaRSQiJ6YcCj9zUwoEqM8nVH8SRWMZ2ilZ1sQd/doGGhSAkq/dxRPvHUKwnyd6t2kOL3fjR4fVXbrjyU4hbA4jyXGKMZVr1qxBfHw8YmNjde7n4eGB+Ph4tU7Scrkc+/fvR9++fa1dTCJyYtrmEwqReZlcS7LnQi76v3sAiZ+ewJwtqUj89AT6v3sAey7katx/ct/WMCSHxEc2g7urgPySanz7y018deaG0WVT4tIdD9XKRSSnF2Bnag6S0wu4plsjZ9caoLKyMly9elX1OSMjA6mpqQgICEBERAQARX+cbdu24f3339d4jsGDB2PcuHGYPXs2AGDu3LmYOnUqHnnkEfTq1QsffvghysvL8fzzz1v/hojIqakts1Fcibvl9xDQ1BOyJh6olYtG1ZLo65SsKVR5uLlg+oA2Bo0Cq6qpRUpWIU5eu4uTGYqO1abKK3GOpTusOcSfI+ikx64B6MyZMxg4cKDqs7Ij8tSpU7F+/XoAwJYtWyCKIhITEzWeIz09HXfu3FF9njhxIm7fvo1FixYhLy8P3bt3x549exp0jCYi0sTVRUBx5T0s+/GyyS9DfZ2SBWhvelIOcdc3D5CXuysebRuIR9sGAgB2/ZKDv25ONeZWVe6WOf6s1dYMKKaEVXJ+DjMPkCPhRIhE0qXtZaiMKYa8DE2ZV6g+U2aC/p9dF7H22HW9163vkchmeHlwezzSuhm8PRyva6glnok2xk6CSY6tUc4DRERkbebU3NRlyrxC9Xm4uagNdTfEk51CTApAZzILMWXtKbgIQLdW/ujVJgC9WgegZ+sAyLzdjT6fJVnqmWijbwSdiIf9pHTN+0TOhwGIiOgBS70MbTGvkCb6hvPrIxeB1OwipGYX4ZMj1yAIQIdgX0UgehCKgvyMK7OufjuG9OmxdkCxRFgl58QARET0gKVehvaYVwjQPZzfULIm7hjWOQRnMu/i2u1y/JZXit/ySrEhOROAYrbqnq0DVKEoIsBb68LVuvrtADCoT4+lnom2sHX9TrlB57d0WCX7YwAiInrAUjU31pxXSB/lcP764cJFaDgZoibFlTUYF9cSy/7QDbdLq3H6+l2cylD8XMpTzFZ9vaAC284qht4H+XqiZ5sA9G6jaDLrEOwLFxcB35/PxV++TGlw/rziKvx5U8Ptyu/qdzo25ZnUDzuF5dVYuvuS2u8jwMcdE3q0xKc/X9d5XmuFVbI/doLWgJ2giaRJ2SFWX82NoR1i7Tm0un4IiI9shv/s/x0rDqbrPfbfz3THmO4tG2wvrqxBSmYhTmbcxenrd3H+RhFqatV/U35ebogI8MbFmyUm1UDV/x0b+0w0/c7NIcC8TtZkW+wETURkAkvX3NSdV8jWi5BqWqy1X7sWBgUgbbUusibuGNgxCAM7BgEAqmpqcS6rCKevKwLR2cxClFTdx4WbJSaXu36fHmOeibbRYuZI6BJs0jxQ5PhYA6QBa4CIpK2xTopn6Rqu+iqq76NP0j6UVNWaXdb6tVD6nom+4ezmagzPXwpYA0REZAZ71txYkzX7Ju25kIsF2y9YJPwADWuhdD2TWrmI9ccyrBZ+AEWtFCdFbFxYA6QBa4CIqDGzdA2XpZueXATgyU7B6PlgLqJOYX5wd9U8CaSl+/zoE8pJER2aMe9vBiANGICIqLGz1Lpa5jQ9GTpUv4m7K+Ii/PFI6wD0bN0McRHN0NTTzSp9fgyhawZvsi82gRERkU6aOkmbQt9EhfW5CMCKxB5wcdE8D9CCER0RKmuCU9fv4sz1Qpy5fhclVfdxPL0Ax9MLVOeICfVDxp1ym4cfgJMiNhYMQEREZDJjw8CKxDiM6KZoZtPVz+qR1op5d+RyEVduleFMpiIQnb5+FzcKK3HRjJFm5uKkiI0DAxAREZnM0DAQ4OOOf47rqtbHyJBaKBcXAR1CfNEhxBeTekcCAHKLK7H6cDo+P55pesFN1NzHQ+ekiJZqWiTrYwAiIiKTGbL+WHMfDyS/OVjvavaGCpU1QULnUJMDkLeHKyb1CsenR68bvWTI0jFdtAaaxjp9QmNlmX+NREQkScqh9cDDofRKwoOf/x3XxWLhR0kZvEypW6m4V4tPj15Hi6aecHM1/AyDO7ZQNd/Vp+yQXb8/lHJ5jz0Xck0oKVkTAxAREZlFuf5YiEy9OSxE5mXUvDm1chHJ6QXYmZqD5PQC1OpYvExX8DLU7bLqBkt56PLigLYat9fKRSzZlaaxJkm5bcmuNJ33Q7bHJjAiIjKbuZNHmtJ8pG3hV0MZ0/zl38QdEQHeGr/TNxKu/vIe5BgYgIiIyCJMHVqvbT4fTavD15fQJRSDOgajT9I+3C2vMeq6xtTHFFXWoN+7B9DSvwl6RDZDfIQ/4iMDEBPqa/BIOA6fdywMQEREZDf6mo8EKJqPnuwUorU26WxmodHhx1De7q7oFRWA26XVuJRbgpyiSuQUVWLXLzcBKCZpbBPoY9C5OHzesTAAERGR3Vii+ciaNSufTn0E/doFAgDKqu/jfHYRzmQW4mxmIVKyClFadR9pufrnJAqVeekcPt/YOMN0AAxARERkN5ZoPrJWzUqozAt9oh6Grqaebni0XSAefRCI5HIRV2+X4WxmIb5NzUHytbtaz+XmIuD/Dl5FfGQzxIb7w8ez8b5+nWU6gMb7BIiIyOEZGl507WfIXESmWDyqk85aCxcXAdHBvogO9kVirwgkfZ+Gj49kaNw3u7AS7+/9XXGcAHQM8UOPSH/0iGiGHhHNENncG4LgWDUkpjCnP5etMQAREZHdFJbf07uPvuYj5ZD4mZtSjJ7YUJtXh0Qb9aKulYv49hfdc/14ubuguY8ncooqkZZbgrTcEmw6kQVAMVlkXIQ/4h4EothwGbw9nOsVbYn+XLbkXL9dIiJqNGrlIpbuTtO738KRMXpfmNqGxIfKvLBwZAya+XjiVmkVApt64rWvUpFfUq01KIX4eWL2oHbG3IpBi8JW1cjx3h9jEdXCR9GH6EE/ogs5JSgov4d9l25h36VbABShrmOIr6KG6EFNUUSAY9cSOdt0AAxARERkF4auJN/Mx9Og8xk6F9Hboztj5qYUjecQHnxvbA2FMX2Z+rZtjhFdQzGiq6KGqfp+LS7eLEFKZiHOZRXhbGYh8kqqcPFmCS7eLMHGE4olP+rXEnVrJXOovkTONh2A4/zmiIhIUqzxwjRkLqKELqGY8VgbfPpzBupOzuwiANMHtDGpj4o5fZk83VxVfYGUbhZVIiWrECmZRTiXXYiLGmqJ6vYligtvhrgIf7QJ9LFbLZEl+nPZEgMQERHZhb1emHsu5OKTIxkNmsBEEfjkSAbiIpoZHYL0dcQWoFgaxNCh8GH+TRDm3wRPdQsDAFTVKGqJzmUpaolSsgqRW1zVoC+Rv7c74sIVtURxEf6IDfeHn5e7UfdiKkv/DqyNAYiIiOzCHi9Ma3XU1dURW3kWfaPKdPFyd0V8ZDPERz6sJcotrkRKZhFSsxWh6HxOMYoqanDw8m0cvHxbcW0BaNeiqarpLC7CH+2DfK3SCdnavwNLE0RR5Ops9ZSUlEAmk6G4uBh+fn72Lg4RUaOlHDYNaH5hWnrYdHJ6ARI/PaF3v83T+5i8rIe95sC5d1+OS7kPaomyi3AuqwhZdysa7Ofj4YpurfxVoah7uD9a+BrWz8oQ9vwdGPP+ZgDSgAGIiMh2bPnC3JmagzlbUvXu9+9numNM95YmXcORZkG+U1aNc1kPa4l+yS5C+b3aBvu1atZEFYa6h/ujc5gfvNxdTb6uvX4HDEBmYgAiIrItW70wrV0D5Ohq5SKu3CpFapaihuhcdiGu3CpD/STg7iqgU6ifIhBF+KN7eDO0doLJGhmAzMQARETUONXKRfR/94DefkdH5w9ymL4q1lZaVYNfsouRml2I1AdNZwUaJqj093ZH93B/xLZ6EIpa+aOZj4fB17l3X46NydeRebcCkQHemNy3NTzcXCx5KwxA5mIAIiJqvGzd78hRaat1E0URNworH/QjUoSiizkluFcrb3CO1s29Vc1mseH+6BTmB0+3hk1nSd+naZ124M0RnSx2TwxAZmIAIiJq3JxlwU5rMfb+63aw/uVGMVKzi5Bxp7zBfh6uLogJ80P3VjJ0j1DUFm05lYlPfr6utSzTB7TBWyMtE4IYgMzEAERE1Pg5UmdlW9K2YKmxNWBFFfeQml2k1nxWWFFjUplWPBOHp7qHmXRsXQxAZmIAIiKixkjZB0rbEiTm9IESRRFZdyvUQtEvN4pRKzcsZqy2QNOjMe9vy/Y+IiIiIodlzIKlxhIEAZHNfTCme0ssGtUJ3/ylHxJ7hht8/JJdaQaHJUtgACIiIpIIWy9Y2ibQx+B9TQ1epmIAIiIikghbr782uW9rGNOSZsuV4hmAiIiIJEK5/pq2TCJAMRrMUuuvebi5YPqANgbvb8uV4hmAiIiIJEK5YCmABiHIWguWvjmik94QZOngZQgGICIiIglJ6BKKVc/2QIhMvbYlROZltUkg3xrZCSueidP4nb1Winez2ZWIiIjIISR0CcWTnUJsOg/SU93D4OYmNJiAMcROE1ByHiANOA8QERGRdVhzAkpj3t+sASIiIiKbcXUR0Ldtc3sXg32AiIiISHoYgIiIiEhyGICIiIhIchiAiIiISHIYgIiIiEhyGICIiIhIchiAiIiISHIYgIiIiEhyGICIiIhIcjgTtAbK1UFKSkrsXBIiIiIylPK9bcgqXwxAGpSWlgIAwsPD7VwSIiIiMlZpaSlkMpnOfbgYqgZyuRw3b96Er68vBMGyK+OWlJQgPDwc2dnZjXKh1cZ8f4353oDGfX+N+d4A3p8za8z3Btj+/kRRRGlpKcLCwuDioruXD2uANHBxcUGrVq2seg0/P79G+Y9dqTHfX2O+N6Bx319jvjeA9+fMGvO9Aba9P301P0rsBE1ERESSwwBEREREksMAZGOenp5YvHgxPD097V0Uq2jM99eY7w1o3PfXmO8N4P05s8Z8b4Bj3x87QRMREZHksAaIiIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcByApWrlyJ1q1bw8vLC71798apU6d07r9t2zZ07NgRXl5e6Nq1K77//nsbldQ4SUlJ6NmzJ3x9fREUFISxY8fi8uXLOo9Zv349BEFQ+/Hy8rJRiQ339ttvNyhnx44ddR7jLM8NAFq3bt3g/gRBwKxZszTu7+jP7ciRIxg1ahTCwsIgCAJ27Nih9r0oili0aBFCQ0PRpEkTDBkyBFeuXNF7XmP/dq1B173V1NRg/vz56Nq1K3x8fBAWFoYpU6bg5s2bOs9pyr9va9H37J577rkGZU1ISNB7Xkd4doD++9P0dygIApYvX671nI7y/Ax5B1RVVWHWrFlo3rw5mjZtigkTJiA/P1/neU39ezUXA5CFbd26FXPnzsXixYuRkpKC2NhYDBs2DLdu3dK4//Hjx5GYmIhp06bh3LlzGDt2LMaOHYsLFy7YuOT6HT58GLNmzcKJEyewd+9e1NTUYOjQoSgvL9d5nJ+fH3Jzc1U/mZmZNiqxcTp37qxWzqNHj2rd15meGwCcPn1a7d727t0LAPjjH/+o9RhHfm7l5eWIjY3FypUrNX6/bNky/Oc//8Hq1atx8uRJ+Pj4YNiwYaiqqtJ6TmP/dq1F171VVFQgJSUFCxcuREpKCr755htcvnwZo0eP1nteY/59W5O+ZwcACQkJamXdvHmzznM6yrMD9N9f3fvKzc3F2rVrIQgCJkyYoPO8jvD8DHkHvPrqq9i1axe2bduGw4cP4+bNmxg/frzO85ry92oRIllUr169xFmzZqk+19bWimFhYWJSUpLG/Z9++mlx5MiRatt69+4tvvTSS1YtpyXcunVLBCAePnxY6z7r1q0TZTKZ7QplosWLF4uxsbEG7+/Mz00URXHOnDli27ZtRblcrvF7Z3luoiiKAMTt27erPsvlcjEkJERcvny5altRUZHo6ekpbt68Wet5jP3btYX696bJqVOnRABiZmam1n2M/fdtK5rub+rUqeKYMWOMOo8jPjtRNOz5jRkzRhw0aJDOfRz1+dV/BxQVFYnu7u7itm3bVPtcunRJBCAmJydrPIepf6+WwBogC7p37x7Onj2LIUOGqLa5uLhgyJAhSE5O1nhMcnKy2v4AMGzYMK37O5Li4mIAQEBAgM79ysrKEBkZifDwcIwZMwYXL160RfGMduXKFYSFhSEqKgqTJk1CVlaW1n2d+bndu3cPmzZtwgsvvKBzsV9neW71ZWRkIC8vT+35yGQy9O7dW+vzMeVv11EUFxdDEAT4+/vr3M+Yf9/2dujQIQQFBaFDhw6YOXMmCgoKtO7rzM8uPz8fu3fvxrRp0/Tu64jPr/474OzZs6ipqVF7Fh07dkRERITWZ2HK36ulMABZ0J07d1BbW4vg4GC17cHBwcjLy9N4TF5enlH7Owq5XI5XXnkF/fr1Q5cuXbTu16FDB6xduxY7d+7Epk2bIJfL8eijj+LGjRs2LK1+vXv3xvr167Fnzx6sWrUKGRkZGDBgAEpLSzXu76zPDQB27NiBoqIiPPfcc1r3cZbnponyGRjzfEz523UEVVVVmD9/PhITE3UuNGnsv297SkhIwIYNG7B//368++67OHz4MIYPH47a2lqN+zvrswOAzz//HL6+vnqbiBzx+Wl6B+Tl5cHDw6NBGNf3DlTuY+gxlsLV4Mkks2bNwoULF/S2Q/ft2xd9+/ZVfX700UcRExODjz/+GEuXLrV2MQ02fPhw1X9369YNvXv3RmRkJL766iuD/teZM1mzZg2GDx+OsLAwrfs4y3OTspqaGjz99NMQRRGrVq3Sua8z/ft+5plnVP/dtWtXdOvWDW3btsWhQ4cwePBgO5bM8tauXYtJkybpHWDgiM/P0HeAI2MNkAUFBgbC1dW1QY/3/Px8hISEaDwmJCTEqP0dwezZs/Hdd9/h4MGDaNWqlVHHuru7Iy4uDlevXrVS6SzD398f0dHRWsvpjM8NADIzM7Fv3z68+OKLRh3nLM8NgOoZGPN8TPnbtSdl+MnMzMTevXt11v5oou/ftyOJiopCYGCg1rI627NT+vnnn3H58mWj/xYB+z8/be+AkJAQ3Lt3D0VFRWr763sHKvcx9BhLYQCyIA8PD8THx2P//v2qbXK5HPv371f7X9N19e3bV21/ANi7d6/W/e1JFEXMnj0b27dvx4EDB9CmTRujz1FbW4tff/0VoaGhViih5ZSVlSE9PV1rOZ3pudW1bt06BAUFYeTIkUYd5yzPDQDatGmDkJAQtedTUlKCkydPan0+pvzt2osy/Fy5cgX79u1D8+bNjT6Hvn/fjuTGjRsoKCjQWlZnenZ1rVmzBvHx8YiNjTX6WHs9P33vgPj4eLi7u6s9i8uXLyMrK0vrszDl79VirNrFWoK2bNkienp6iuvXrxfT0tLEGTNmiP7+/mJeXp4oiqI4efJk8Y033lDtf+zYMdHNzU187733xEuXLomLFy8W3d3dxV9//dVet6DVzJkzRZlMJh46dEjMzc1V/VRUVKj2qX9/S5YsEX/88UcxPT1dPHv2rPjMM8+IXl5e4sWLF+1xC1q99tpr4qFDh8SMjAzx2LFj4pAhQ8TAwEDx1q1boig693NTqq2tFSMiIsT58+c3+M7Znltpaal47tw58dy5cyIA8YMPPhDPnTunGgn1zjvviP7+/uLOnTvF8+fPi2PGjBHbtGkjVlZWqs4xaNAg8aOPPlJ91ve36wj3du/ePXH06NFiq1atxNTUVLW/w+rqaq33pu/ft6PcX2lpqfj666+LycnJYkZGhrhv3z6xR48eYvv27cWqqiqt9+coz07f/SkVFxeL3t7e4qpVqzSew1GfnyHvgD//+c9iRESEeODAAfHMmTNi3759xb59+6qdp0OHDuI333yj+mzI36s1MABZwUcffSRGRESIHh4eYq9evcQTJ06ovnv88cfFqVOnqu3/1VdfidHR0aKHh4fYuXNncffu3TYusWEAaPxZt26dap/69/fKK6+ofhfBwcHiiBEjxJSUFNsXXo+JEyeKoaGhooeHh9iyZUtx4sSJ4tWrV1XfO/NzU/rxxx9FAOLly5cbfOdsz+3gwYMa/y0q70Eul4sLFy4Ug4ODRU9PT3Hw4MEN7jsyMlJcvHix2jZdf7u2ouveMjIytP4dHjx4UHWO+vem79+3Lem6v4qKCnHo0KFiixYtRHd3dzEyMlKcPn16gyDjqM9OFPX/2xRFUfz444/FJk2aiEVFRRrP4ajPz5B3QGVlpfiXv/xFbNasmejt7S2OGzdOzM3NbXCeuscY8vdqDcKDwhARERFJBvsAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARkV20bt0aH374ob2LYTNPPPEEXnnlFXsXg4geYAAiIsnbvHkzXF1dMWvWLHsXhYhshAGIiCRvzZo1+Nvf/obNmzejqqrK3sUhIhtgACIiq3jiiScwe/ZszJ49GzKZDIGBgVi4cCHqLj9YUVGBF154Ab6+voiIiMAnn3yido758+cjOjoa3t7eiIqKwsKFC1FTU6P6/pdffsHAgQPh6+sLPz8/xMfH48yZM6rvjx49igEDBqBJkyYIDw/Hyy+/jPLycrVrZGRk4Pjx43jjjTcQHR2Nb775Ru379evXw9/fHz/++CNiYmLQtGlTJCQkIDc3V7XP/fv38fLLL8Pf3x/NmzfH/PnzMXXqVIwdO1br76e6uhqvv/46WrZsCR8fH/Tu3RuHDh0y5ldMRGZgACIiq/n888/h5uaGU6dO4d///jc++OADfPbZZ6rv33//fTzyyCM4d+4c/vKXv2DmzJm4fPmy6ntfX1+sX78eaWlp+Pe//41PP/0U//rXv1TfT5o0Ca1atcLp06dx9uxZvPHGG3B3dwcApKenIyEhARMmTMD58+exdetWHD16FLNnz1Yr47p16zBy5EjIZDI8++yzWLNmTYP7qKiowHvvvYeNGzfiyJEjyMrKwuuvv676/t1338UXX3yBdevW4dixYygpKcGOHTt0/m5mz56N5ORkbNmyBefPn8cf//hHJCQk4MqVK0b9jonIRFZfb56IJOnxxx8XY2JiRLlcrto2f/58MSYmRhRFUYyMjBSfffZZ1XdyuVwMCgoSV61apfWcy5cvF+Pj41WffX19xfXr12vcd9q0aeKMGTPUtv3888+ii4uLWFlZKYqiKNbW1orh4eHijh07RFEUxdu3b4seHh7itWvXVMesW7dOBCBevXpVtW3lypVicHCw6nNwcLC4fPly1ef79++LERER4pgxY9R+H3PmzBFFURQzMzNFV1dXMScnR618gwcPFt98802t909ElsMaICKymj59+kAQBNXnvn374sqVK6itrQUAdOvWTfWdIAgICQnBrVu3VNu2bt2Kfv36ISQkBE2bNsXf//53ZGVlqb6fO3cuXnzxRQwZMgTvvPMO0tPTVd/98ssvWL9+PZo2bar6GTZsGORyOTIyMgAAe/fuRXl5OUaMGAEACAwMxJNPPom1a9eq3Ye3tzfatm2r+hwaGqoqZ3FxMfLz89GrVy/V966uroiPj9f6e/n1119RW1uL6OhotfIdPnxY7R6IyHrc7F0AIpIuZXOVkiAIkMvlAIDk5GRMmjQJS5YswbBhwyCTybBlyxa8//77qv3ffvtt/OlPf8Lu3bvxww8/YPHixdiyZQvGjRuHsrIyvPTSS3j55ZcbXDciIgKAovPz3bt30aRJE9V3crkc58+fx5IlS+Di4qK1nGKdvkzGKisrg6urK86ePQtXV1e175o2bWryeYnIcAxARGQ1J0+eVPt84sQJtG/fvsFLX5Pjx48jMjISb731lmpbZmZmg/2io6MRHR2NV199FYmJiVi3bh3GjRuHHj16IC0tDe3atdN4/oKCAuzcuRNbtmxB586dVdtra2vRv39//PTTT0hISNBbTplMhuDgYJw+fRqPPfaY6hwpKSno3r27xmPi4uJQW1uLW7duYcCAAXqvQUSWxwBERFaTlZWFuXPn4qWXXkJKSgo++ugjtRocXdq3b4+srCxs2bIFPXv2xO7du7F9+3bV95WVlZg3bx7+8Ic/oE2bNrhx4wZOnz6NCRMmAFCMIOvTpw9mz56NF198ET4+PkhLS8PevXuxYsUKbNy4Ec2bN8fTTz+t1kwHACNGjMCaNWsMCkAA8Ne//hVJSUlo164dOnbsiI8++giFhYUNzqsUHR2NSZMmYcqUKXj//fcRFxeH27dvY//+/ejWrRtGjhxp0HWJyHQMQERkNVOmTEFlZSV69eoFV1dXzJkzBzNmzDDo2NGjR+PVV1/F7NmzUV1djZEjR2LhwoV4++23ASj62RQUFGDKlCnIz89HYGAgxo8fjyVLlgBQ9C86fPgw3nrrLQwYMACiKKJt27aYOHEiAGDt2rUYN26cxpAyYcIETJ48GXfu3DGorPPnz0deXh6mTJkCV1dXzJgxA8OGDdNZ07Vu3Tr84x//wGuvvYacnBwEBgaiT58+eOqppwy6JhGZRxDNacgmItLiiSeeQPfu3SW13IWSXC5HTEwMnn76aSxdutTexSEiDVgDRERkpszMTPz00094/PHHUV1djRUrViAjIwN/+tOf7F00ItKCw+CJiMzk4uKC9evXo2fPnujXrx9+/fVX7Nu3DzExMfYuGhFpwSYwIiIikhzWABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5Pw/yqXOQk59NOQAAAAASUVORK5CYII=", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63827.0 63828.0 96 1 Parameter('H', value=16.29647713721704, unit=mag) Parameter('G12', value=0.6261311092465276, unit=, bounds=[0, 1])\n", + "[0.00477652] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63827\n", + "plots/phase_curve_6098332225018000_63827.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63829.0 63830.0 97 2 Parameter('H', value=16.29651483606806, unit=mag) Parameter('G12', value=0.6262800674989736, unit=, bounds=[0, 1])\n", + "[ 0.08425331 -0.02273217] mag\n", + "[False False]\n", + "save data/outlier_6098332225018000_63829\n", + "plots/phase_curve_6098332225018000_63829.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63839.0 63840.0 99 1 Parameter('H', value=16.297460785553884, unit=mag) Parameter('G12', value=0.630271051108613, unit=, bounds=[0, 1])\n", + "[0.00750267] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63839\n", + "plots/phase_curve_6098332225018000_63839.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63851.0 63852.0 100 1 Parameter('H', value=16.297563976388204, unit=mag) Parameter('G12', value=0.6307733053409103, unit=, bounds=[0, 1])\n", + "[-0.016913] mag\n", + "[False]\n", + "save data/outlier_6098332225018000_63851\n", + "plots/phase_curve_6098332225018000_63851.png\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N_pc_fit = 10\n", + "diff_cut = 1.0\n", + "filt = \"r\"\n", + "\n", + "# get the filter SSObject metadata\n", + "sso = planetoid2.SSObject_in_filter(filt)\n", + "\n", + "# get the observations\n", + "obs = planetoid2.observations_in_filter(filt)\n", + "df_obs = pd.DataFrame(obs.__dict__)\n", + "\n", + "# get the LSST phase curve filter model\n", + "pc = PhaseCurve(\n", + " abs_mag=sso.H * u.mag,\n", + " phase_param=0.62,\n", + " model_name=\"HG12_Pen16\",\n", + ")\n", + "\n", + "j = 0\n", + "for i, t0 in enumerate(data_nights):\n", + " t1 = t0 + 1\n", + "\n", + " # load the df_obs outlier column here\n", + " outlier_file_load = \"data/outlier_{}_{}.npy\".format(ssoid2, int(data_nights[i - 1]))\n", + " outlier_file_save = \"data/outlier_{}_{}\".format(ssoid2, int(t0))\n", + " if j == 0:\n", + " outliers = [False] * len(df_obs)\n", + " else:\n", + " outliers = np.load(outlier_file_load)\n", + " df_obs[\"outlier\"] = outliers\n", + "\n", + " t_mask = df_obs[\"midPointMjdTai\"] < t1\n", + " _df_obs = df_obs[t_mask]\n", + " mask = _df_obs[\"midPointMjdTai\"] < t0\n", + " df_obs_old = _df_obs[(mask) & (_df_obs[\"outlier\"] == False)]\n", + " df_obs_new = _df_obs[~mask]\n", + "\n", + " if len(df_obs_old) < 2:\n", + " print(\"continue\")\n", + " continue\n", + " else:\n", + " j = 1\n", + "\n", + " if len(df_obs_old) < N_pc_fit:\n", + " # use an assumed value of G12 until more data is available\n", + " pc.model_function.G12.fixed = True\n", + " else:\n", + " pc.model_function.G12.fixed = False\n", + "\n", + " # do a simple HG12_Pen16 fit to the past data\n", + " pc_fit = pc.FitModel(\n", + " np.array(df_obs_old[\"phaseAngle\"]) * u.deg,\n", + " np.array(df_obs_old[\"reduced_mag\"]) * u.mag,\n", + " np.array(df_obs_old[\"magErr\"]) * u.mag,\n", + " )\n", + " pc_fit = pc.InitModelSbpy(pc_fit)\n", + "\n", + " print(t0, t1, len(df_obs_old), len(df_obs_new), pc_fit.model_function.H, pc_fit.model_function.G12)\n", + "\n", + " # find outliers in new data\n", + " # calculate data - model residuals\n", + " res = (np.array(df_obs_new[\"reduced_mag\"]) * u.mag) - pc_fit.ReducedMag(\n", + " np.array(df_obs_new[\"phaseAngle\"]) * u.deg\n", + " )\n", + "\n", + " outlier_flag = sci_utils.outlier_diff(res.value, diff_cut=diff_cut)\n", + " print(outlier_flag)\n", + "\n", + " df_obs.loc[(t_mask & ~mask), \"outlier\"] = outlier_flag\n", + "\n", + " # save the df_obs outlier column, in reality it would have been saved as part of AdlerData on the server\n", + " print(\"save {}\".format(outlier_file_save))\n", + " np.save(outlier_file_save, np.array(df_obs[\"outlier\"]))\n", + "\n", + " # make a plot\n", + " fig = plot_errorbar(planetoid2, filt_list=[])\n", + " ax1 = fig.axes[0]\n", + " ax1.scatter(df_obs_old[\"phaseAngle\"], df_obs_old[\"reduced_mag\"], c=\"C0\")\n", + " alpha = np.linspace(0, np.amax(obs.phaseAngle)) * u.deg\n", + " ax1.plot(alpha.value, pc_fit.ReducedMag(alpha).value, label=\"t={}\".format(int(t0)))\n", + " ax1.scatter(\n", + " df_obs_new[\"phaseAngle\"], df_obs_new[\"reduced_mag\"], edgecolor=\"r\", facecolor=\"none\", zorder=3\n", + " )\n", + "\n", + " # ax1.scatter(df_obs_new.loc[outlier_flag][\"phaseAngle\"], df_obs_new.loc[outlier_flag][\"reduced_mag\"], c = \"r\", marker = \"x\", s= 75, zorder = 3)\n", + " out_mask = df_obs[\"outlier\"] == True\n", + " ax1.scatter(\n", + " df_obs.loc[out_mask][\"phaseAngle\"],\n", + " df_obs.loc[out_mask][\"reduced_mag\"],\n", + " c=\"r\",\n", + " marker=\"x\",\n", + " s=75,\n", + " zorder=3,\n", + " )\n", + " fig_file = \"plots/phase_curve_{}_{}.png\".format(ssoid2, int(t0))\n", + " print(fig_file)\n", + " fig = plot_errorbar(planetoid2, fig=fig, filename=fig_file)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "fa32a24b-930f-4bf6-8d82-85a4a039783b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T16:38:49.154920Z", + "iopub.status.busy": "2024-05-16T16:38:49.154677Z", + "iopub.status.idle": "2024-05-16T16:38:49.170070Z", + "shell.execute_reply": "2024-05-16T16:38:49.169497Z", + "shell.execute_reply.started": "2024-05-16T16:38:49.154903Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ssObjectIdfilter_namemagmagErrmidPointMjdTairadecphaseAngletopocentricDistheliocentricDistreduced_magnum_obsoutlier
96098332225018000r20.3700010.04863316.24186235.543880-23.60977914.1117822.6282493.31314415.670466109True
106098332225018000r20.4400010.03563308.28558235.622369-23.57372015.4274032.7179453.30375515.673758109True
116098332225018000r20.4430010.03763308.28513235.622362-23.57371415.4274692.7179503.30375515.676755109True
126098332225018000r20.4780010.03363305.34774235.561591-23.53903915.8306222.7530263.30026215.686207109True
136098332225018000r20.4419990.03163305.34722235.561579-23.53902915.8306902.7530323.30026215.650201109True
176098332225018000r20.0060010.02163335.34367233.939466-23.3249659.6473482.4554533.33525315.439699109True
386098332225018000r19.4880010.01263367.27448228.204497-21.7118431.4001262.3620973.37073314.982891109True
506098332225018000r20.8510000.05963447.03748224.390778-18.86276416.9886113.1826383.45002715.647951109True
\n", + "
" + ], + "text/plain": [ + " ssObjectId filter_name mag magErr midPointMjdTai \\\n", + "9 6098332225018000 r 20.370001 0.048 63316.24186 \n", + "10 6098332225018000 r 20.440001 0.035 63308.28558 \n", + "11 6098332225018000 r 20.443001 0.037 63308.28513 \n", + "12 6098332225018000 r 20.478001 0.033 63305.34774 \n", + "13 6098332225018000 r 20.441999 0.031 63305.34722 \n", + "17 6098332225018000 r 20.006001 0.021 63335.34367 \n", + "38 6098332225018000 r 19.488001 0.012 63367.27448 \n", + "50 6098332225018000 r 20.851000 0.059 63447.03748 \n", + "\n", + " ra dec phaseAngle topocentricDist heliocentricDist \\\n", + "9 235.543880 -23.609779 14.111782 2.628249 3.313144 \n", + "10 235.622369 -23.573720 15.427403 2.717945 3.303755 \n", + "11 235.622362 -23.573714 15.427469 2.717950 3.303755 \n", + "12 235.561591 -23.539039 15.830622 2.753026 3.300262 \n", + "13 235.561579 -23.539029 15.830690 2.753032 3.300262 \n", + "17 233.939466 -23.324965 9.647348 2.455453 3.335253 \n", + "38 228.204497 -21.711843 1.400126 2.362097 3.370733 \n", + "50 224.390778 -18.862764 16.988611 3.182638 3.450027 \n", + "\n", + " reduced_mag num_obs outlier \n", + "9 15.670466 109 True \n", + "10 15.673758 109 True \n", + "11 15.676755 109 True \n", + "12 15.686207 109 True \n", + "13 15.650201 109 True \n", + "17 15.439699 109 True \n", + "38 14.982891 109 True \n", + "50 15.647951 109 True " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_obs[df_obs[\"outlier\"] == True]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac78d242-bf3b-496a-b848-733bf961e3d9", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "adler-dev", + "language": "python", + "name": "adler-dev" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 737e7571e68456eb7129d9192052eeb87339448e Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 16 May 2024 16:44:58 +0000 Subject: [PATCH 11/69] test data for demo --- .../adler_demo_testing_database.db | Bin 0 -> 512000 bytes notebooks/gen_test_data/get_test_data.ipynb | 2661 +++++++++++++++++ 2 files changed, 2661 insertions(+) create mode 100644 notebooks/gen_test_data/adler_demo_testing_database.db create mode 100644 notebooks/gen_test_data/get_test_data.ipynb diff --git a/notebooks/gen_test_data/adler_demo_testing_database.db b/notebooks/gen_test_data/adler_demo_testing_database.db new file mode 100644 index 0000000000000000000000000000000000000000..1c3cdb5eca3624872b5c8052c309a211a5f99258 GIT binary patch literal 512000 zcmeF42UHZ<_vf3OX#*I*P-amE$zYn;y6=7OtLh3J=-RnmL}CaR8WSHCn8>-Q 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arcarcEndarcStartcomputereepochflagsfullDesignationincllastIncludedObservation...noppperipertsLongpertsShortqreferencermsssObjectIdtperiuncertaintyParameter
0NaN0.09512260065.002011 2012 AA355.07716NaN...017.1253052.037489NaN215055318663059579.605855
1NaN0.20960260065.002011 S100h4WYa7.78333NaN...0136.8330631.842686NaN336998429944759826.524077
2NaN0.09099160065.002011 S100uH5sa12.13587NaN...0289.2244572.720239NaN599286310406260859.148369
3NaN0.13967860065.002011 2007 YP194.44057NaN...0201.5009522.721865NaN609833222501860673.714400
4NaN0.71688160065.002011 2014 QL4334.42757NaN...0260.5468200.589829NaN826857066833589477660112.792837
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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
0r826978-22.9581760.000005-22.95816329051001359002134851818877490650436922.1229990.04122.03350461648.282552012 AA35323.8906810.00.000005323.89068422.464245215055318663061648.28255
1r2035180-14.5536220.000018-14.55361766444789591025404938700631352360757623.1860010.17623.27723963793.111232012 AA35220.5721830.00.000018220.5721515.233148215055318663063793.11123
2i5382021.0900520.0000031.090046-181439518777457511510204388737454757521.8099990.03721.94130961155.179062012 AA35195.1957580.00.000003195.19575924.892813215055318663061155.17906
3g1994507-14.1333740.000004-14.133380-276407438755406681714994855107583542622.6650010.04921.96153363715.303572012 AA35230.7602510.00.000004230.76024618.796614215055318663063715.30357
4g5342530.5899820.0000030.589986-210125988702448898718663684193219630522.4170000.02821.66575461145.189532012 AA35197.5115560.00.000003197.51155632.894073215055318663061145.18953
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845g7799-10.6707600.000004-10.670763-874443130836536444-134585323255259465522.9450000.04622.34697760228.056062014 QL433323.5329140.00.000004323.53291420.022480826857066833589477660228.05606
846r109009029.3204280.00003529.320468-7987737159207644782-133479233095888364623.0680010.21123.15561562113.174492014 QL43374.6917870.00.00003574.6918384.365090826857066833589477662113.17449
847r4492-10.8895070.000006-10.889517-5709489065863214846-78656394359531951822.1430000.05722.11356060223.988772014 QL433322.7789010.00.000006322.77890416.158491826857066833589477660223.98877
848i1237285-18.6258920.000008-18.625884-713349703496633846-75445804437712980121.3130000.06021.48485862406.114722014 QL433298.1458860.00.000008298.14588715.350567826857066833589477662406.11472
849z1787-11.0828000.000004-11.082798-5759155309338170925-16972284933633726521.7240010.05421.87218160220.043712014 QL433322.1149880.00.000004322.11498617.056187826857066833589477660220.04371
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850 rows × 19 columns

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" + ], + "text/plain": [ + " band ccdVisitId dec decErr decTrue diaObjectId \\\n", + "0 r 826978 -22.958176 0.000005 -22.958163 2905100135900213485 \n", + "1 r 2035180 -14.553622 0.000018 -14.553617 6644478959102540493 \n", + "2 i 538202 1.090052 0.000003 1.090046 -1814395187774575115 \n", + "3 g 1994507 -14.133374 0.000004 -14.133380 -2764074387554066817 \n", + "4 g 534253 0.589982 0.000003 0.589986 -2101259887024488987 \n", + ".. ... ... ... ... ... ... \n", + "845 g 7799 -10.670760 0.000004 -10.670763 -874443130836536444 \n", + "846 r 1090090 29.320428 0.000035 29.320468 -7987737159207644782 \n", + "847 r 4492 -10.889507 0.000006 -10.889517 -5709489065863214846 \n", + "848 i 1237285 -18.625892 0.000008 -18.625884 -713349703496633846 \n", + "849 z 1787 -11.082800 0.000004 -11.082798 -5759155309338170925 \n", + "\n", + " diaSourceId mag magErr magTrueVband midPointMjdTai \\\n", + "0 18188774906504369 22.122999 0.041 22.033504 61648.28255 \n", + "1 87006313523607576 23.186001 0.176 23.277239 63793.11123 \n", + "2 102043887374547575 21.809999 0.037 21.941309 61155.17906 \n", + "3 149948551075835426 22.665001 0.049 21.961533 63715.30357 \n", + "4 186636841932196305 22.417000 0.028 21.665754 61145.18953 \n", + ".. ... ... ... ... ... \n", + "845 -1345853232552594655 22.945000 0.046 22.346977 60228.05606 \n", + "846 -1334792330958883646 23.068001 0.211 23.155615 62113.17449 \n", + "847 -786563943595319518 22.143000 0.057 22.113560 60223.98877 \n", + "848 -754458044377129801 21.313000 0.060 21.484858 62406.11472 \n", + "849 -169722849336337265 21.724001 0.054 21.872181 60220.04371 \n", + "\n", + " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", + "0 2012 AA35 323.890681 0.0 0.000005 323.890684 22.464245 \n", + "1 2012 AA35 220.572183 0.0 0.000018 220.572151 5.233148 \n", + "2 2012 AA35 195.195758 0.0 0.000003 195.195759 24.892813 \n", + "3 2012 AA35 230.760251 0.0 0.000004 230.760246 18.796614 \n", + "4 2012 AA35 197.511556 0.0 0.000003 197.511556 32.894073 \n", + ".. ... ... ... ... ... ... \n", + "845 2014 QL433 323.532914 0.0 0.000004 323.532914 20.022480 \n", + "846 2014 QL433 74.691787 0.0 0.000035 74.691838 4.365090 \n", + "847 2014 QL433 322.778901 0.0 0.000006 322.778904 16.158491 \n", + "848 2014 QL433 298.145886 0.0 0.000008 298.145887 15.350567 \n", + "849 2014 QL433 322.114988 0.0 0.000004 322.114986 17.056187 \n", + "\n", + " ssObjectId ssObjectReassocTime \n", + "0 2150553186630 61648.28255 \n", + "1 2150553186630 63793.11123 \n", + "2 2150553186630 61155.17906 \n", + "3 2150553186630 63715.30357 \n", + "4 2150553186630 61145.18953 \n", + ".. ... ... \n", + "845 8268570668335894776 60228.05606 \n", + "846 8268570668335894776 62113.17449 \n", + "847 8268570668335894776 60223.98877 \n", + "848 8268570668335894776 62406.11472 \n", + "849 8268570668335894776 60220.04371 \n", + "\n", + "[850 rows x 19 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diatable" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7753f35c-870e-465f-b40b-76405853bff6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.287883Z", + "iopub.status.busy": "2024-05-16T15:51:17.287546Z", + "iopub.status.idle": "2024-05-16T15:51:17.299875Z", + "shell.execute_reply": "2024-05-16T15:51:17.299345Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.287862Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "diaSourceId\n", + "-9112763465827438840 1\n", + " 2014190870401796341 1\n", + " 2956629072724944049 1\n", + " 2953752972822018602 1\n", + " 2905571607555473454 1\n", + " ..\n", + "-3557787637099240757 1\n", + "-3611971859248121084 1\n", + "-3616614797387747902 1\n", + "-3673733155341467608 1\n", + " 9049818896742252656 1\n", + "Name: count, Length: 326, dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diatable[(diatable[\"ssObjectId\"] == test_id)].value_counts(\"diaSourceId\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a75c4bea-1054-45db-b5f6-8a2993092b86", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.300710Z", + "iopub.status.busy": "2024-05-16T15:51:17.300509Z", + "iopub.status.idle": "2024-05-16T15:51:17.312925Z", + "shell.execute_reply": "2024-05-16T15:51:17.312445Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.300696Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "diaSourceId\n", + "-8989137328016011290 1\n", + " 1805778899780713919 1\n", + " 4172232680473561059 1\n", + " 4078564031605990189 1\n", + " 3990456179953581022 1\n", + " ..\n", + "-3973452237660372181 1\n", + "-4294335785927851736 1\n", + "-4457341712489589716 1\n", + "-4684177232370434022 1\n", + " 8731362318873589325 1\n", + "Name: count, Length: 109, dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diatable[(diatable[\"ssObjectId\"] == test_id) & (diatable[\"band\"] == \"r\")].value_counts(\"diaSourceId\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "56b4b04a-3b22-4092-95a9-49aaa5c1d1ed", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.313863Z", + "iopub.status.busy": "2024-05-16T15:51:17.313686Z", + "iopub.status.idle": "2024-05-16T15:51:17.327018Z", + "shell.execute_reply": "2024-05-16T15:51:17.326449Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.313849Z" + } + }, + "outputs": [], + "source": [ + "# df_dict = {\"dia\":diatable,\n", + "# \"sss\":sssource_table,\n", + "# \"sso\":ssobject_table,\n", + "# \"mpc\":mpcorb_table}" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "37bc252d-c1f3-47d8-97c2-3a19ca34b0f3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.327817Z", + "iopub.status.busy": "2024-05-16T15:51:17.327650Z", + "iopub.status.idle": "2024-05-16T15:51:17.340474Z", + "shell.execute_reply": "2024-05-16T15:51:17.339974Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.327804Z" + } + }, + "outputs": [], + "source": [ + "# for x in df_dict:\n", + "\n", + "# _df = df_dict[x].copy()[df_dict[x][\"ssObjectId\"]==test_id]\n", + "# _df[\"ssObjectId\"] = fake_id\n", + "# df_dict[x] = pd.concat([df_dict[x],_df],axis = 0).reset_index(drop=True)\n", + "# print(len(_df),len(df_dict[x]))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "bf5045bb-2a7b-4d63-b5f3-1caeaf3c01f5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.341321Z", + "iopub.status.busy": "2024-05-16T15:51:17.341144Z", + "iopub.status.idle": "2024-05-16T15:51:17.353407Z", + "shell.execute_reply": "2024-05-16T15:51:17.352881Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.341308Z" + } + }, + "outputs": [], + "source": [ + "# diatable = df_dict[\"dia\"]\n", + "# sssource_table = df_dict[\"sss\"]\n", + "# ssobject_table = df_dict[\"sso\"]\n", + "# mpcorb_table = df_dict[\"mpc\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "6e1a1bdd-1b94-4225-bc95-b383233b6c2d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.354214Z", + "iopub.status.busy": "2024-05-16T15:51:17.354045Z", + "iopub.status.idle": "2024-05-16T15:51:17.366070Z", + "shell.execute_reply": "2024-05-16T15:51:17.365497Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.354201Z" + } + }, + "outputs": [], + "source": [ + "# _df = diatable.copy()[diatable[\"ssObjectId\"]==test_id]\n", + "# _df[\"ssObjectId\"] = fake_id\n", + "# diatable = pd.concat([diatable,_df],axis = 0).reset_index(drop=True)\n", + "# # print(len(_df),len(df_dict[x]))\n", + "# _df" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "26b6974b-ff98-4f4e-ab49-352a48ba895a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.366988Z", + "iopub.status.busy": "2024-05-16T15:51:17.366751Z", + "iopub.status.idle": "2024-05-16T15:51:17.380019Z", + "shell.execute_reply": "2024-05-16T15:51:17.379486Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.366974Z" + } + }, + "outputs": [], + "source": [ + "# # add an outburst\n", + "# t0 = 63100\n", + "# t1 = 63600\n", + "# mag_shift = -1.5\n", + "\n", + "# mask = ((diatable[\"ssObjectId\"] == fake_id) &\n", + "# (diatable[\"midPointMjdTai\"] > t0) &\n", + "# (diatable[\"midPointMjdTai\"] < t1))\n", + "\n", + "# diatable.loc[mask,\"mag\"] += mag_shift" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0433626a-057a-45c2-8cd1-68f3de4022b6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.380986Z", + "iopub.status.busy": "2024-05-16T15:51:17.380732Z", + "iopub.status.idle": "2024-05-16T15:51:17.410063Z", + "shell.execute_reply": "2024-05-16T15:51:17.409487Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.380971Z" + } + }, + "outputs": [ + 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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
0r826978-22.9581760.000005-22.95816329051001359002134851818877490650436922.1229990.04122.03350461648.282552012 AA35323.8906810.00.000005323.89068422.464245215055318663061648.28255
1r2035180-14.5536220.000018-14.55361766444789591025404938700631352360757623.1860010.17623.27723963793.111232012 AA35220.5721830.00.000018220.5721515.233148215055318663063793.11123
2i5382021.0900520.0000031.090046-181439518777457511510204388737454757521.8099990.03721.94130961155.179062012 AA35195.1957580.00.000003195.19575924.892813215055318663061155.17906
3g1994507-14.1333740.000004-14.133380-276407438755406681714994855107583542622.6650010.04921.96153363715.303572012 AA35230.7602510.00.000004230.76024618.796614215055318663063715.30357
4g5342530.5899820.0000030.589986-210125988702448898718663684193219630522.4170000.02821.66575461145.189532012 AA35197.5115560.00.000003197.51155632.894073215055318663061145.18953
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845g7799-10.6707600.000004-10.670763-874443130836536444-134585323255259465522.9450000.04622.34697760228.056062014 QL433323.5329140.00.000004323.53291420.022480826857066833589477660228.05606
846r109009029.3204280.00003529.320468-7987737159207644782-133479233095888364623.0680010.21123.15561562113.174492014 QL43374.6917870.00.00003574.6918384.365090826857066833589477662113.17449
847r4492-10.8895070.000006-10.889517-5709489065863214846-78656394359531951822.1430000.05722.11356060223.988772014 QL433322.7789010.00.000006322.77890416.158491826857066833589477660223.98877
848i1237285-18.6258920.000008-18.625884-713349703496633846-75445804437712980121.3130000.06021.48485862406.114722014 QL433298.1458860.00.000008298.14588715.350567826857066833589477662406.11472
849z1787-11.0828000.000004-11.082798-5759155309338170925-16972284933633726521.7240010.05421.87218160220.043712014 QL433322.1149880.00.000004322.11498617.056187826857066833589477660220.04371
\n", + "

850 rows × 19 columns

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" + ], + "text/plain": [ + " band ccdVisitId dec decErr decTrue diaObjectId \\\n", + "0 r 826978 -22.958176 0.000005 -22.958163 2905100135900213485 \n", + "1 r 2035180 -14.553622 0.000018 -14.553617 6644478959102540493 \n", + "2 i 538202 1.090052 0.000003 1.090046 -1814395187774575115 \n", + "3 g 1994507 -14.133374 0.000004 -14.133380 -2764074387554066817 \n", + "4 g 534253 0.589982 0.000003 0.589986 -2101259887024488987 \n", + ".. ... ... ... ... ... ... \n", + "845 g 7799 -10.670760 0.000004 -10.670763 -874443130836536444 \n", + "846 r 1090090 29.320428 0.000035 29.320468 -7987737159207644782 \n", + "847 r 4492 -10.889507 0.000006 -10.889517 -5709489065863214846 \n", + "848 i 1237285 -18.625892 0.000008 -18.625884 -713349703496633846 \n", + "849 z 1787 -11.082800 0.000004 -11.082798 -5759155309338170925 \n", + "\n", + " diaSourceId mag magErr magTrueVband midPointMjdTai \\\n", + "0 18188774906504369 22.122999 0.041 22.033504 61648.28255 \n", + "1 87006313523607576 23.186001 0.176 23.277239 63793.11123 \n", + "2 102043887374547575 21.809999 0.037 21.941309 61155.17906 \n", + "3 149948551075835426 22.665001 0.049 21.961533 63715.30357 \n", + "4 186636841932196305 22.417000 0.028 21.665754 61145.18953 \n", + ".. ... ... ... ... ... \n", + "845 -1345853232552594655 22.945000 0.046 22.346977 60228.05606 \n", + "846 -1334792330958883646 23.068001 0.211 23.155615 62113.17449 \n", + "847 -786563943595319518 22.143000 0.057 22.113560 60223.98877 \n", + "848 -754458044377129801 21.313000 0.060 21.484858 62406.11472 \n", + "849 -169722849336337265 21.724001 0.054 21.872181 60220.04371 \n", + "\n", + " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", + "0 2012 AA35 323.890681 0.0 0.000005 323.890684 22.464245 \n", + "1 2012 AA35 220.572183 0.0 0.000018 220.572151 5.233148 \n", + "2 2012 AA35 195.195758 0.0 0.000003 195.195759 24.892813 \n", + "3 2012 AA35 230.760251 0.0 0.000004 230.760246 18.796614 \n", + "4 2012 AA35 197.511556 0.0 0.000003 197.511556 32.894073 \n", + ".. ... ... ... ... ... ... \n", + "845 2014 QL433 323.532914 0.0 0.000004 323.532914 20.022480 \n", + "846 2014 QL433 74.691787 0.0 0.000035 74.691838 4.365090 \n", + "847 2014 QL433 322.778901 0.0 0.000006 322.778904 16.158491 \n", + "848 2014 QL433 298.145886 0.0 0.000008 298.145887 15.350567 \n", + "849 2014 QL433 322.114988 0.0 0.000004 322.114986 17.056187 \n", + "\n", + " ssObjectId ssObjectReassocTime \n", + "0 2150553186630 61648.28255 \n", + "1 2150553186630 63793.11123 \n", + "2 2150553186630 61155.17906 \n", + "3 2150553186630 63715.30357 \n", + "4 2150553186630 61145.18953 \n", + ".. ... ... \n", + "845 8268570668335894776 60228.05606 \n", + "846 8268570668335894776 62113.17449 \n", + "847 8268570668335894776 60223.98877 \n", + "848 8268570668335894776 62406.11472 \n", + "849 8268570668335894776 60220.04371 \n", + "\n", + "[850 rows x 19 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diatable" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a4a41ba6-b8bc-4a24-9e6d-e69d0dc19866", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.411036Z", + "iopub.status.busy": "2024-05-16T15:51:17.410846Z", + "iopub.status.idle": "2024-05-16T15:51:17.496166Z", + "shell.execute_reply": "2024-05-16T15:51:17.495588Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.411022Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "850" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"append\", index=False)\n", + "diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"replace\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "aaab53fe-5391-42f4-9458-c80f8201626f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.497155Z", + "iopub.status.busy": "2024-05-16T15:51:17.496952Z", + "iopub.status.idle": "2024-05-16T15:51:17.566910Z", + "shell.execute_reply": "2024-05-16T15:51:17.566241Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.497140Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "850" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"append\", index=False)\n", + "sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"replace\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "00e59db2-d3d5-47ba-b166-e9baa38a18ca", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.567972Z", + "iopub.status.busy": "2024-05-16T15:51:17.567727Z", + "iopub.status.idle": "2024-05-16T15:51:17.620969Z", + "shell.execute_reply": "2024-05-16T15:51:17.620385Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.567954Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"append\", index=False)\n", + "ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"replace\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "2ef861b6-a2f7-48d3-9494-775525288635", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.621931Z", + "iopub.status.busy": "2024-05-16T15:51:17.621730Z", + "iopub.status.idle": "2024-05-16T15:51:17.670994Z", + "shell.execute_reply": "2024-05-16T15:51:17.670462Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.621916Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"append\", index=False)\n", + "mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"replace\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "dbef0ea3-614e-46f1-9ef6-dd8373fe51c6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.671900Z", + "iopub.status.busy": "2024-05-16T15:51:17.671714Z", + "iopub.status.idle": "2024-05-16T15:51:17.703052Z", + "shell.execute_reply": "2024-05-16T15:51:17.702557Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.671885Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "326" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_diatable = diatable.copy()[diatable[\"ssObjectId\"] == test_id]\n", + "_diatable[\"ssObjectId\"] = fake_id\n", + "_diatable[\"diaSourceId\"] = _diatable[\"diaSourceId\"] * 1000\n", + "\n", + "# add an outburst\n", + "t0 = 63100\n", + "t1 = 63600\n", + "mag_shift = -1.5\n", + "\n", + "mask = (\n", + " (_diatable[\"ssObjectId\"] == fake_id)\n", + " & (_diatable[\"midPointMjdTai\"] > t0)\n", + " & (_diatable[\"midPointMjdTai\"] < t1)\n", + ")\n", + "\n", + "_diatable.loc[mask, \"mag\"] += mag_shift\n", + "\n", + "_diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"append\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e3bb4edd-844f-436c-acec-cf75075a216e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.703989Z", + "iopub.status.busy": "2024-05-16T15:51:17.703796Z", + "iopub.status.idle": "2024-05-16T15:51:17.724554Z", + "shell.execute_reply": "2024-05-16T15:51:17.724027Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.703975Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_52725/2339136216.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", + " _diatable[diatable[\"band\"]==\"r\"]\n" + ] + }, + { + "data": { + 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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
430r15597307.8630100.0000047.863015-3580038114250342596288748377245485938420.8200000.02220.83399062949.161532007 YP19144.5705270.00.000004144.57053641.865185609833222501800062949.16153
433r780833-22.9009680.000002-22.900965-521206056487428976903108062107486530421.3759990.01421.34325461586.241992007 YP19270.6872760.00.000002270.68727465.788147609833222501800061586.24199
436r15255034.8917610.0000034.891765-2089631523328994047-901802713307281239220.5440010.01420.54099162893.291902007 YP19153.8764490.00.000003153.87645265.788147609833222501800062893.2919
437r15182944.7691000.0000024.7691008562264045153953494-834765359017641062420.7540000.01220.74087762883.291482007 YP19155.1439200.00.000002155.14392576.752838609833222501800062883.29148
439r803754-22.4787580.000004-22.478761-3629038990732461328-224607897894098208821.9240000.03421.92272461616.009152007 YP19265.8960190.00.000004265.89601527.089237609833222501800061616.00915
............................................................
744r15781918.4364330.0000038.436428-3020165854097591068-630457632257709212821.4930000.02321.42837762979.983302007 YP19144.9082690.00.000003144.90826740.044960609833222501800062979.9833
747r1413410.7095360.00000210.709537-3499583069220269056-75883837548389997620.8139990.01220.79655660236.106812007 YP199.4064030.00.0000029.40640576.752838609833222501800060236.10681
748r771981-23.2100950.000005-23.210088-3336099871633094386-261895317836643906421.7370000.03421.68028361556.352862007 YP19276.4706670.00.000005276.47067427.089237609833222501800061556.35286
753r15464466.4338430.0000026.433845-2893420366368583536-381309329053816784020.2770000.00920.25929162924.236362007 YP19148.0715180.00.000002148.071521102.337112609833222501800062924.23636
754r2064499-19.6440180.000003-19.6440146417447345348174851506061211926885431221.9170000.02621.93387863829.188172007 YP19287.2896530.00.000003287.28964835.424385609833222501800063829.18817
\n", + "

109 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " band ccdVisitId dec decErr decTrue diaObjectId \\\n", + "430 r 1559730 7.863010 0.000004 7.863015 -3580038114250342596 \n", + "433 r 780833 -22.900968 0.000002 -22.900965 -521206056487428976 \n", + "436 r 1525503 4.891761 0.000003 4.891765 -2089631523328994047 \n", + "437 r 1518294 4.769100 0.000002 4.769100 8562264045153953494 \n", + "439 r 803754 -22.478758 0.000004 -22.478761 -3629038990732461328 \n", + ".. ... ... ... ... ... ... \n", + "744 r 1578191 8.436433 0.000003 8.436428 -3020165854097591068 \n", + "747 r 14134 10.709536 0.000002 10.709537 -3499583069220269056 \n", + "748 r 771981 -23.210095 0.000005 -23.210088 -3336099871633094386 \n", + "753 r 1546446 6.433843 0.000002 6.433845 -2893420366368583536 \n", + "754 r 2064499 -19.644018 0.000003 -19.644014 6417447345348174851 \n", + "\n", + " diaSourceId mag magErr magTrueVband midPointMjdTai \\\n", + "430 2887483772454859384 20.820000 0.022 20.833990 62949.16153 \n", + "433 9031080621074865304 21.375999 0.014 21.343254 61586.24199 \n", + "436 -9018027133072812392 20.544001 0.014 20.540991 62893.29190 \n", + "437 -8347653590176410624 20.754000 0.012 20.740877 62883.29148 \n", + "439 -2246078978940982088 21.924000 0.034 21.922724 61616.00915 \n", + ".. ... ... ... ... ... \n", + "744 -6304576322577092128 21.493000 0.023 21.428377 62979.98330 \n", + "747 -758838375483899976 20.813999 0.012 20.796556 60236.10681 \n", + "748 -2618953178366439064 21.737000 0.034 21.680283 61556.35286 \n", + "753 -3813093290538167840 20.277000 0.009 20.259291 62924.23636 \n", + "754 5060612119268854312 21.917000 0.026 21.933878 63829.18817 \n", + "\n", + " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", + "430 2007 YP19 144.570527 0.0 0.000004 144.570536 41.865185 \n", + "433 2007 YP19 270.687276 0.0 0.000002 270.687274 65.788147 \n", + "436 2007 YP19 153.876449 0.0 0.000003 153.876452 65.788147 \n", + "437 2007 YP19 155.143920 0.0 0.000002 155.143925 76.752838 \n", + "439 2007 YP19 265.896019 0.0 0.000004 265.896015 27.089237 \n", + ".. ... ... ... ... ... ... \n", + "744 2007 YP19 144.908269 0.0 0.000003 144.908267 40.044960 \n", + "747 2007 YP19 9.406403 0.0 0.000002 9.406405 76.752838 \n", + "748 2007 YP19 276.470667 0.0 0.000005 276.470674 27.089237 \n", + "753 2007 YP19 148.071518 0.0 0.000002 148.071521 102.337112 \n", + "754 2007 YP19 287.289653 0.0 0.000003 287.289648 35.424385 \n", + "\n", + " ssObjectId ssObjectReassocTime \n", + "430 6098332225018000 62949.16153 \n", + "433 6098332225018000 61586.24199 \n", + "436 6098332225018000 62893.2919 \n", + "437 6098332225018000 62883.29148 \n", + "439 6098332225018000 61616.00915 \n", + ".. ... ... \n", + "744 6098332225018000 62979.9833 \n", + "747 6098332225018000 60236.10681 \n", + "748 6098332225018000 61556.35286 \n", + "753 6098332225018000 62924.23636 \n", + "754 6098332225018000 63829.18817 \n", + "\n", + "[109 rows x 19 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_diatable[diatable[\"band\"] == \"r\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "53f27516-1c24-4567-b1f6-11b93cde07e8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.725408Z", + "iopub.status.busy": "2024-05-16T15:51:17.725225Z", + "iopub.status.idle": "2024-05-16T15:51:17.788111Z", + "shell.execute_reply": "2024-05-16T15:51:17.787591Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.725393Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_sssource_table = sssource_table.copy()[sssource_table[\"ssObjectId\"] == test_id]\n", + "_sssource_table[\"ssObjectId\"] = fake_id\n", + "_sssource_table[\"diaSourceId\"] = _sssource_table[\"diaSourceId\"] * 1000\n", + "_sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"append\", index=False)\n", + "\n", + "_ssobject_table = ssobject_table.copy()[ssobject_table[\"ssObjectId\"] == test_id]\n", + "_ssobject_table[\"ssObjectId\"] = fake_id\n", + "_ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"append\", index=False)\n", + "\n", + "_mpcorb_table = mpcorb_table.copy()[mpcorb_table[\"ssObjectId\"] == test_id]\n", + "_mpcorb_table[\"ssObjectId\"] = fake_id\n", + "_mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"append\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "5935a89f-ddae-4587-9546-0dce6f91789c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.788992Z", + "iopub.status.busy": "2024-05-16T15:51:17.788810Z", + "iopub.status.idle": "2024-05-16T15:51:17.792091Z", + "shell.execute_reply": "2024-05-16T15:51:17.791606Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.788978Z" + } + }, + "outputs": [], + "source": [ + "cnx.close()" + ] + }, + { + "cell_type": "markdown", + "id": "b62d7ab4-3ee7-46b2-9d30-f0b740c88068", + "metadata": {}, + "source": [ + "Testing everything went correctly..." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "7a53c503-3a1a-44f3-b8c2-0aa5dde7a397", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.792894Z", + "iopub.status.busy": "2024-05-16T15:51:17.792718Z", + "iopub.status.idle": "2024-05-16T15:51:17.804834Z", + "shell.execute_reply": "2024-05-16T15:51:17.804254Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.792880Z" + } + }, + "outputs": [], + "source": [ + "cnx = sqlite3.connect(db_fname)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "06b38c09-3fe4-4eb9-811b-37a97052b0c8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.805587Z", + "iopub.status.busy": "2024-05-16T15:51:17.805408Z", + "iopub.status.idle": "2024-05-16T15:51:17.816695Z", + "shell.execute_reply": "2024-05-16T15:51:17.816120Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.805560Z" + } + }, + "outputs": [], + "source": [ + "# example_query = f\"\"\"\n", + "# SELECT\n", + "# ssObject.ssObjectId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n", + "# topocentricDist, heliocentricDist\n", + "# FROM\n", + "# ssObject\n", + "# JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId\n", + "# JOIN ssSource ON diaSource.diaSourceId = ssSource.diaSourceId\n", + "# WHERE\n", + "# ssObject.ssObjectId = {ssoid}\n", + "# \"\"\"\n", + "# example_query = f\"\"\"\n", + "# SELECT\n", + "# ssObject.ssObjectId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n", + "# topocentricDist, heliocentricDist\n", + "# FROM\n", + "# ssObject\n", + "# JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId\n", + "# JOIN ssSource ON diaSource.diaSourceId = ssSource.diaSourceId\n", + "# WHERE\n", + "# ssObject.ssObjectId in {ssoid_list}\n", + "# \"\"\"\n", + "\n", + "example_query = f\"\"\"\n", + " SELECT\n", + " ssObject.ssObjectId, ssSource.diaSourceId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n", + " topocentricDist, heliocentricDist\n", + " FROM\n", + " ssObject\n", + " JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId\n", + " JOIN ssSource ON diaSource.diaSourceId = ssSource.diaSourceId\n", + " WHERE\n", + " ssObject.ssObjectId = {fake_id} and band = 'r'\n", + " \"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "53b44a8b-0aed-4d90-8397-aed7c6ba4514", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.817506Z", + "iopub.status.busy": "2024-05-16T15:51:17.817322Z", + "iopub.status.idle": "2024-05-16T15:51:17.849053Z", + "shell.execute_reply": "2024-05-16T15:51:17.848475Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.817493Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ssObjectIddiaSourceIdmagmagErrbandmidPointMjdTairadecphaseAngletopocentricDistheliocentricDist
06098332225018000757296236137820218422.7600000.069r61469.38552272.404111-24.23482815.5372513.6990833.521290
16098332225018000595946003231787294422.6439990.060r61473.39835273.311348-24.18985015.8049153.6445923.524037
2609833222501800031659371264688205622.7080000.114r61477.39732274.162500-24.14041316.0248703.5894103.526729
36098332225018000-890947909005137251222.5750010.068r61485.38436275.693450-24.03171716.3141373.4773253.531972
46098332225018000-341225924141089652822.4650000.042r61497.32416277.520845-23.85594816.3353813.3077923.539473
....................................
1046098332225018000726487490872820817620.3110010.013r60705.11646109.79381418.9210267.6168881.7996762.739629
1056098332225018000306397509663731700020.3040010.016r60706.12867109.61381018.9288128.0162091.8048752.739833
1066098332225018000-283108467326683641620.6980000.012r62469.1521037.69629819.0700948.4463611.9850022.905847
1076098332225018000-473577704831606496020.2890000.012r62445.2274242.20263521.0142991.9229251.9450422.933355
1086098332225018000-636126715113956558420.3680000.016r62442.2321842.81589321.2338972.8269321.9516392.936889
\n", + "

109 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " ssObjectId diaSourceId mag magErr band \\\n", + "0 6098332225018000 7572962361378202184 22.760000 0.069 r \n", + "1 6098332225018000 5959460032317872944 22.643999 0.060 r \n", + "2 6098332225018000 316593712646882056 22.708000 0.114 r \n", + "3 6098332225018000 -8909479090051372512 22.575001 0.068 r \n", + "4 6098332225018000 -3412259241410896528 22.465000 0.042 r \n", + ".. ... ... ... ... ... \n", + "104 6098332225018000 7264874908728208176 20.311001 0.013 r \n", + "105 6098332225018000 3063975096637317000 20.304001 0.016 r \n", + "106 6098332225018000 -2831084673266836416 20.698000 0.012 r \n", + "107 6098332225018000 -4735777048316064960 20.289000 0.012 r \n", + "108 6098332225018000 -6361267151139565584 20.368000 0.016 r \n", + "\n", + " midPointMjdTai ra dec phaseAngle topocentricDist \\\n", + "0 61469.38552 272.404111 -24.234828 15.537251 3.699083 \n", + "1 61473.39835 273.311348 -24.189850 15.804915 3.644592 \n", + "2 61477.39732 274.162500 -24.140413 16.024870 3.589410 \n", + "3 61485.38436 275.693450 -24.031717 16.314137 3.477325 \n", + "4 61497.32416 277.520845 -23.855948 16.335381 3.307792 \n", + ".. ... ... ... ... ... \n", + "104 60705.11646 109.793814 18.921026 7.616888 1.799676 \n", + "105 60706.12867 109.613810 18.928812 8.016209 1.804875 \n", + "106 62469.15210 37.696298 19.070094 8.446361 1.985002 \n", + "107 62445.22742 42.202635 21.014299 1.922925 1.945042 \n", + "108 62442.23218 42.815893 21.233897 2.826932 1.951639 \n", + "\n", + " heliocentricDist \n", + "0 3.521290 \n", + "1 3.524037 \n", + "2 3.526729 \n", + "3 3.531972 \n", + "4 3.539473 \n", + ".. ... \n", + "104 2.739629 \n", + "105 2.739833 \n", + "106 2.905847 \n", + "107 2.933355 \n", + "108 2.936889 \n", + "\n", + "[109 rows x 11 columns]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.read_sql_query(example_query, cnx)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "90d6c5fc-4848-4d4f-84c7-5f247f08de7d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.849938Z", + "iopub.status.busy": "2024-05-16T15:51:17.849750Z", + "iopub.status.idle": "2024-05-16T15:51:17.852669Z", + "shell.execute_reply": "2024-05-16T15:51:17.852185Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.849924Z" + } + }, + "outputs": [], + "source": [ + "cur = cnx.cursor()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "e8d59efa-1e98-4cd2-9e1a-3609df99934b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.853526Z", + "iopub.status.busy": "2024-05-16T15:51:17.853344Z", + "iopub.status.idle": "2024-05-16T15:51:17.867448Z", + "shell.execute_reply": "2024-05-16T15:51:17.866908Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.853512Z" + } + }, + "outputs": [], + "source": [ + "res = cur.execute(\"SELECT * FROM sqlite_schema\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "7c087e1b-8bfe-4572-accf-49585a6a08a1", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-16T15:51:17.868644Z", + "iopub.status.busy": "2024-05-16T15:51:17.868421Z", + "iopub.status.idle": "2024-05-16T15:51:17.880840Z", + "shell.execute_reply": "2024-05-16T15:51:17.880300Z", + "shell.execute_reply.started": "2024-05-16T15:51:17.868629Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('table',\n", + " 'diaSource',\n", + " 'diaSource',\n", + " 2,\n", + " 'CREATE TABLE \"diaSource\" (\\n\"band\" TEXT,\\n \"ccdVisitId\" INTEGER,\\n \"dec\" REAL,\\n \"decErr\" REAL,\\n \"decTrue\" REAL,\\n \"diaObjectId\" INTEGER,\\n \"diaSourceId\" INTEGER,\\n \"mag\" REAL,\\n \"magErr\" REAL,\\n \"magTrueVband\" REAL,\\n \"midPointMjdTai\" REAL,\\n \"nameTrue\" TEXT,\\n \"ra\" REAL,\\n \"ra_dec_Cov\" REAL,\\n \"raErr\" REAL,\\n \"raTrue\" REAL,\\n \"snr\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"ssObjectReassocTime\" TEXT\\n)'),\n", + " ('table',\n", + " 'ssSource',\n", + " 'ssSource',\n", + " 3,\n", + " 'CREATE TABLE \"ssSource\" (\\n\"diaSourceId\" INTEGER,\\n \"eclipticBeta\" REAL,\\n \"eclipticLambda\" REAL,\\n \"galacticB\" REAL,\\n \"galacticL\" REAL,\\n \"heliocentricDist\" REAL,\\n \"heliocentricVX\" REAL,\\n \"heliocentricVY\" REAL,\\n \"heliocentricVZ\" REAL,\\n \"heliocentricX\" REAL,\\n \"heliocentricY\" REAL,\\n \"heliocentricZ\" REAL,\\n \"mpcUniqueId\" INTEGER,\\n \"phaseAngle\" REAL,\\n \"predictedDecErr\" REAL,\\n \"predictedMagnitude\" REAL,\\n \"predictedMagnitudeErr\" REAL,\\n \"predictedRaDecCov\" REAL,\\n \"predictedRaErr\" REAL,\\n \"residualDec\" REAL,\\n \"residualRa\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"topocentricDist\" REAL,\\n \"topocentricVX\" REAL,\\n \"topocentricVY\" REAL,\\n \"topocentricVZ\" REAL,\\n \"topocentricX\" REAL,\\n \"topocentricY\" REAL,\\n \"topocentricZ\" REAL\\n)'),\n", + " ('table',\n", + " 'ssObject',\n", + " 'ssObject',\n", + " 5,\n", + " 'CREATE TABLE \"ssObject\" (\\n\"arc\" REAL,\\n \"discoverySubmissionDate\" REAL,\\n \"firstObservationDate\" REAL,\\n \"flags\" INTEGER,\\n \"g_Chi2\" REAL,\\n \"g_G12\" REAL,\\n \"g_G12Err\" REAL,\\n \"g_H\" REAL,\\n \"g_H_gG12_Cov\" REAL,\\n \"g_HErr\" REAL,\\n \"g_Ndata\" INTEGER,\\n \"i_Chi2\" REAL,\\n \"i_G12\" REAL,\\n \"i_G12Err\" REAL,\\n \"i_H\" REAL,\\n \"i_H_iG12_Cov\" REAL,\\n \"i_HErr\" REAL,\\n \"i_Ndata\" INTEGER,\\n \"maxExtendedness\" REAL,\\n \"medianExtendedness\" REAL,\\n \"minExtendedness\" REAL,\\n \"MOID\" REAL,\\n \"MOIDDeltaV\" REAL,\\n \"MOIDEclipticLongitude\" REAL,\\n \"MOIDTrueAnomaly\" REAL,\\n \"numObs\" INTEGER,\\n \"r_Chi2\" REAL,\\n \"r_G12\" REAL,\\n \"r_G12Err\" REAL,\\n \"r_H\" REAL,\\n \"r_H_rG12_Cov\" REAL,\\n \"r_HErr\" REAL,\\n \"r_Ndata\" INTEGER,\\n \"ssObjectId\" INTEGER,\\n \"u_Chi2\" REAL,\\n \"u_G12\" REAL,\\n \"u_G12Err\" REAL,\\n \"u_H\" REAL,\\n \"u_H_uG12_Cov\" REAL,\\n \"u_HErr\" REAL,\\n \"u_Ndata\" INTEGER,\\n \"y_Chi2\" REAL,\\n \"y_G12\" REAL,\\n \"y_G12Err\" REAL,\\n \"y_H\" REAL,\\n \"y_H_yG12_Cov\" REAL,\\n \"y_HErr\" REAL,\\n \"y_Ndata\" INTEGER,\\n \"z_Chi2\" REAL,\\n \"z_G12\" REAL,\\n \"z_G12Err\" REAL,\\n \"z_H\" REAL,\\n \"z_H_zG12_Cov\" REAL,\\n \"z_HErr\" REAL,\\n \"z_Ndata\" INTEGER\\n)'),\n", + " ('table',\n", + " 'MPCORB',\n", + " 'MPCORB',\n", + " 6,\n", + " 'CREATE TABLE \"MPCORB\" (\\n\"arc\" REAL,\\n \"arcEnd\" TEXT,\\n \"arcStart\" TEXT,\\n \"computer\" TEXT,\\n \"e\" REAL,\\n \"epoch\" REAL,\\n \"flags\" INTEGER,\\n \"fullDesignation\" TEXT,\\n \"incl\" REAL,\\n \"lastIncludedObservation\" REAL,\\n \"mpcDesignation\" TEXT,\\n \"mpcG\" REAL,\\n \"mpcH\" REAL,\\n \"mpcNumber\" INTEGER,\\n \"n\" REAL,\\n \"nobs\" INTEGER,\\n \"node\" REAL,\\n \"nopp\" INTEGER,\\n \"peri\" REAL,\\n \"pertsLong\" TEXT,\\n \"pertsShort\" TEXT,\\n \"q\" REAL,\\n \"reference\" TEXT,\\n \"rms\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"tperi\" REAL,\\n \"uncertaintyParameter\" TEXT\\n)')]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.fetchall()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6da55b0-dc55-4762-8735-c5531fdcef9c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "LSST", + "language": "python", + "name": "lsst" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From d38fd502f0187084f07e7cbacfef35667cc63119 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci-lite[bot]" <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com> Date: Thu, 16 May 2024 16:47:00 +0000 Subject: [PATCH 12/69] [pre-commit.ci lite] apply automatic fixes --- notebooks/adler_demo/adler_demo.ipynb | 3353 +------------------ notebooks/gen_test_data/get_test_data.ipynb | 1827 +--------- 2 files changed, 95 insertions(+), 5085 deletions(-) diff --git a/notebooks/adler_demo/adler_demo.ipynb b/notebooks/adler_demo/adler_demo.ipynb index a82174b..5694d63 100644 --- a/notebooks/adler_demo/adler_demo.ipynb +++ b/notebooks/adler_demo/adler_demo.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "b7d20301-a262-4820-bb3a-7fb43e2556d6", "metadata": { "execution": { @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "2de26df9-d4e8-465e-9698-8db0219ebcdd", "metadata": { "execution": { @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "a82c036c-e922-4316-9cd6-74119bfe2357", "metadata": { "execution": { @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "3715f85a-1939-4ebb-894b-b262ea84865c", "metadata": { "execution": { @@ -80,152 +80,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:15.604930Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in u filter for this object. Skipping this filter.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in y filter for this object. Skipping this filter.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.dataclass_utilities WARNING: n unpopulated in MPCORB table for this object. Storing NaN instead.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.dataclass_utilities WARNING: uncertaintyParameter unpopulated in MPCORB table for this object. Storing NaN instead.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in u filter for this object. Skipping this filter.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.AdlerPlanetoid WARNING: No observations found in y filter for this object. Skipping this filter.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.dataclass_utilities WARNING: n unpopulated in MPCORB table for this object. Storing NaN instead.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
adler.dataclasses.dataclass_utilities WARNING: uncertaintyParameter unpopulated in MPCORB table for this object. Storing NaN instead.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# here we use an offline SQL database which contains the observations of the sso\n", "fname = \"/home/jrob/lsst-adler/notebooks/gen_test_data/adler_demo_testing_database.db\"\n", @@ -238,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "43d4f906-c055-4dd6-abe5-b559b3992023", "metadata": { "execution": { @@ -249,25 +104,14 @@ "shell.execute_reply.started": "2024-05-16T16:38:15.768154Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "planetoid1" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "1c5be63b-295a-4ec0-959d-bc27e2e50ca1", "metadata": { "execution": { @@ -276,582 +120,16 @@ "iopub.status.idle": "2024-05-16T16:38:15.808371Z", 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60676.24604, 60676.24782, 60702.22726, 60705.11646,\n", - " 60706.12867, 62469.1521 , 62445.22742, 62442.23218]), ra=array([272.4041115, 273.3113475, 274.1624997, 275.6934498, 277.5208453,\n", - " 277.8919527, 278.209955 , 278.2100045, 278.3048136, 235.5438798,\n", - " 235.6223695, 235.6223616, 235.5615907, 235.5615789, 279.2392711,\n", - " 279.2323544, 279.0779801, 233.9394661, 276.4706674, 276.1640037,\n", - " 276.1637109, 276.0017748, 275.453325 , 270.687276 , 270.477276 ,\n", - " 270.08097 , 270.0805047, 269.944395 , 266.5691038, 266.000891 ,\n", - " 265.8960194, 265.8727831, 265.6847928, 265.5111392, 264.911708 ,\n", - " 265.1991552, 265.3273986, 268.7228383, 228.2044969, 286.3235578,\n", - " 286.5492974, 287.2895603, 287.2896534, 287.4957898, 287.72373 ,\n", - " 287.9614148, 288.2210637, 291.0370532, 291.1925251, 293.1463938,\n", - " 224.3907779, 300.157858 , 207.9291543, 203.6591851, 198.8227612,\n", - " 324.5687372, 324.0604502, 324.0558545, 324.0619031, 326.0972856,\n", - " 326.3740067, 326.1448462, 326.4497945, 327.5149267, 327.6865939,\n", - " 330.7165984, 331.2656267, 331.4496278, 336.5656427, 336.6023338,\n", - " 336.7279579, 335.0426911, 335.2586957, 335.4729131, 335.5898798,\n", - " 155.1439197, 153.8764487, 150.8380128, 150.8378302, 150.2589694,\n", - " 150.2588734, 149.8252601, 149.2423622, 148.0715181, 147.7016643,\n", - " 150.1778095, 145.6274036, 144.7479031, 144.7477208, 148.1153606,\n", - " 144.5705274, 144.4987857, 147.4010686, 146.4011853, 144.9082688,\n", - " 9.4064034, 9.938872 , 10.2860312, 35.6797131, 116.7028575,\n", - " 117.7929096, 115.9136136, 115.913235 , 110.3317436, 109.7938143,\n", - " 109.61381 , 37.6962985, 42.2026345, 42.8158934]), dec=array([-24.234828 , -24.1898503, -24.1404132, -24.0317171, -23.8559482,\n", - " -23.8105446, -23.7671729, -23.7671503, -23.7531723, -23.6097785,\n", - " -23.5737199, -23.573714 , -23.5390391, -23.5390291, -23.4935114,\n", - " -23.4825354, -23.4198986, -23.3249647, -23.2100945, -23.1950048,\n", 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7.996783 , 8.2073219, 8.4364329,\n", - " 10.7095356, 10.9776412, 11.1472093, 17.5544485, 18.692524 ,\n", - " 18.7003079, 18.7021644, 18.7021709, 18.8977844, 18.921026 ,\n", - " 18.9288122, 19.0700939, 21.0142993, 21.2338967]), phaseAngle=array([15.53725147, 15.80491543, 16.02486992, 16.31413651, 16.33538055,\n", - " 16.25280762, 16.1369648 , 16.13694382, 16.09137917, 14.11178207,\n", - " 15.42740345, 15.42746925, 15.83062172, 15.83069038, 14.21122456,\n", - " 14.07036686, 13.10962296, 9.6473484 , 7.31306648, 6.77684069,\n", - " 6.77636003, 6.49736929, 5.57049704, 2.05439258, 2.38812828,\n", - " 3.02149987, 3.02221942, 3.24183059, 9.08185101, 10.25417137,\n", - " 10.48567963, 10.53646088, 10.97200394, 11.40094662, 14.77258205,\n", - " 15.43371582, 15.58733368, 16.04937172, 1.40012586, 14.47751141,\n", - " 12.65690136, 10.62050247, 10.62029552, 10.15837574, 9.67217731,\n", - " 9.18571949, 8.67337227, 3.750283 , 3.49747109, 0.75847954,\n", - " 16.98861122, 12.92946529, 9.72021008, 2.0016675 , 9.57198048,\n", - " 16.24234962, 14.75498104, 14.58611488, 14.27692699, 16.99080849,\n", - " 17.01998138, 7.94613266, 7.31855869, 5.2593255 , 4.94476366,\n", - " 1.8792932 , 2.53484249, 2.80109596, 15.77196503, 15.68562889,\n", - " 15.15732098, 9.37018776, 9.83987236, 10.32171535, 10.59236145,\n", - " 12.76241493, 9.40866947, 3.20645237, 3.20616579, 2.42027688,\n", - " 2.42018342, 2.1235435 , 2.30921698, 4.05384207, 4.7680378 ,\n", - " 20.1772213 , 9.47821426, 12.04888439, 12.04944324, 20.25110435,\n", - " 12.677701 , 12.95488358, 20.17564964, 19.92679787, 18.93005943,\n", - " 4.32937336, 3.37728405, 2.82909703, 15.85027313, 6.60770798,\n", - " 9.00492477, 4.98381615, 4.98306227, 6.45685387, 7.61688757,\n", - " 8.01620865, 8.44636059, 1.92292535, 2.82693219]), topocentricDist=array([3.69908285, 3.64459181, 3.58940983, 3.4773252 , 3.30779195,\n", - " 3.26439404, 3.22276735, 3.22276092, 3.2092824 , 2.62824917,\n", - " 2.71794486, 2.71795011, 2.75302553, 2.75303173, 2.94379282,\n", - " 2.93169284, 2.86075163, 2.45545268, 2.63516569, 2.62388873,\n", - " 2.62387919, 2.61846352, 2.60254073, 2.5714004 , 2.57380414,\n", - " 2.57925677, 2.57926393, 2.58146024, 2.70151806, 2.74469399,\n", - " 2.75429702, 2.75642586, 2.77577567, 2.79640365, 3.05200648,\n", - " 3.14786983, 3.17678308, 3.57385349, 2.36209679, 3.01204729,\n", - " 2.86675119, 2.76276207, 2.76275325, 2.74424171, 2.72632146,\n", - " 2.70984197, 2.69391584, 2.59831548, 2.59570122, 2.57971454,\n", - " 3.18263817, 2.88953781, 2.2569015 , 2.17874646, 2.3143878 ,\n", - " 2.96888423, 2.80629849, 2.79301691, 2.77021885, 3.16912508,\n", - " 3.19667053, 2.51981878, 2.50731754, 2.47582579, 2.47220182,\n", - " 2.45611405, 2.46191669, 2.46446633, 3.03618789, 3.02245188,\n", - " 2.95122719, 2.59733868, 2.6137352 , 2.63190508, 2.64273095,\n", - " 1.96810246, 1.9008733 , 1.84469807, 1.84469724, 1.84305227,\n", - " 1.84305215, 1.84340286, 1.84602213, 1.85921097, 1.86582589,\n", - " 2.82602191, 1.93489814, 1.99690247, 1.99691808, 2.68215156,\n", - " 2.01565504, 2.02447462, 2.62612104, 2.53919172, 2.37369037,\n", - " 2.14666915, 2.14221191, 2.1407268 , 2.17824745, 1.78615081,\n", - " 1.81666493, 1.77158689, 1.77158129, 1.78632426, 1.79967606,\n", - " 1.80487537, 1.98500192, 1.94504213, 1.95163858]), heliocentricDist=array([3.5212903 , 3.52403688, 3.52672935, 3.53197241, 3.53947282,\n", - " 3.54133368, 3.54310393, 3.54310417, 3.54367518, 3.31314421,\n", - " 3.30375504, 3.30375457, 3.30026245, 3.30026197, 3.55491567,\n", - " 3.55543995, 3.55857396, 3.33525324, 3.57048821, 3.57130647,\n", - " 3.57130718, 3.57172179, 3.57305002, 3.58225226, 3.58261395,\n", - " 3.58329606, 3.58329678, 3.58353329, 3.5897305 , 3.59101987,\n", - " 3.59127903, 3.59133506, 3.5918293 , 3.59232426, 3.59678745,\n", - " 3.59796286, 3.59828019, 3.60128093, 3.37073302, 3.58467913,\n", - " 3.58771682, 3.58992362, 3.58992386, 3.59032965, 3.59072924,\n", - " 3.59110403, 3.59147429, 3.59415197, 3.59425879, 3.59537959,\n", - " 3.45002651, 3.5964694 , 3.14488339, 3.17776608, 3.21688986,\n", - " 3.39489985, 3.40830684, 3.40945315, 3.41144872, 3.37905955,\n", - " 3.37688422, 3.4387033 , 3.44075704, 3.44720364, 3.44816256,\n", - " 3.46343732, 3.46607137, 3.46695662, 3.51454115, 3.51384807,\n", - " 3.51014614, 3.48635888, 3.48785925, 3.48943663, 3.49034047,\n", - " 2.80195546, 2.80967712, 2.82366419, 2.8236649 , 2.8261764 ,\n", - " 2.82617664, 2.82806277, 2.83064365, 2.83606577, 2.83788466,\n", - " 2.92794347, 2.85008264, 2.85776234, 2.85776401, 2.91644955,\n", - " 2.85983634, 2.86078405, 2.91201425, 2.90514398, 2.89194465,\n", - " 3.123564 , 3.12762141, 3.13020611, 2.8786943 , 2.73601842,\n", - " 2.73598957, 2.73614454, 2.73614478, 2.73907852, 2.73962903,\n", - " 2.73983264, 2.90584707, 2.93335533, 2.93688917]), reduced_mag=array([17.18602078, 17.1005524 , 17.19602429, 17.12868771, 17.12261632,\n", - " 17.15215192, 17.09393573, 17.17994036, 17.12469012, 17.17046646,\n", - " 17.17375813, 17.17675451, 17.18620705, 17.15020127, 17.10931746,\n", - " 17.12594053, 17.07921928, 16.9396986 , 16.86932185, 16.82513734,\n", - " 16.79514411, 16.81738013, 16.72681709, 16.55437008, 16.52812175,\n", - " 16.63911405, 16.57510651, 16.58511595, 16.88765054, 16.91944179,\n", - " 16.94770018, 16.99498837, 16.95350023, 17.05112387, 17.19349878,\n", - " 17.13563294, 17.11058637, 17.25003161, 16.48289065, 17.08743934,\n", - " 17.04395875, 17.0418567 , 16.93486314, 16.94421722, 16.82920235,\n", - " 16.83813958, 16.8867166 , 16.65255813, 16.59167977, 16.40541858,\n", - " 17.14795134, 17.04347705, 16.94341364, 16.53035725, 16.90963749,\n", - " 17.06189933, 17.22863722, 17.09420941, 17.09273468, 17.17032411,\n", - " 17.21592973, 16.84617978, 16.83768347, 16.757065 , 16.77964229,\n", - " 16.47322043, 16.59144548, 16.6026432 , 17.17901332, 17.1262881 ,\n", - " 17.06836125, 16.87449703, 16.93389711, 16.8928725 , 17.06439622,\n", - " 17.04645506, 16.90595269, 16.61230745, 16.63130889, 16.55031619,\n", - " 16.56531554, 16.54045294, 16.55438994, 16.66677557, 16.72167032,\n", - " 17.29930943, 16.91742221, 17.00708475, 17.01206757, 17.31531068,\n", - " 17.01621275, 17.03401251, 17.29945788, 17.22068369, 17.30992981,\n", - " 16.68192155, 16.62861774, 16.58832895, 17.10748605, 16.79381461,\n", - " 16.90105307, 16.70449249, 16.72649853, 16.77317677, 16.84657033,\n", - " 16.83314458, 16.89283152, 16.50753112, 16.57656527]), num_obs=109),\n", - " Observations(ssObjectId='6098332225018', filter_name='i', mag=array([22.5720005 , 22.52899933, 22.52099991, 22.30699921, 22.30699921,\n", - " 22.09399986, 21.60499954, 22.15200043, 22.18499947, 21.90699959,\n", - " 21.86400032, 21.37899971, 21.59900093, 21.54800034, 21.2670002 ,\n", - " 21.71899986, 21.63599968, 21.79299927, 21.72200012, 21.98600006,\n", - " 22.00900078, 22.20700073, 22.5720005 , 21.95100021, 22.06399918,\n", - " 22.04299927, 21.66900063, 21.76000023, 21.56100082, 21.14500046,\n", - " 21.21699905, 21.28300095, 22.42300034, 22.02599907, 22.28499985,\n", - " 22.36000061, 21.09300041, 21.09900093, 20.62100029, 20.72100067,\n", - " 22.08399963, 21.86199951, 22.29000092, 22.26399994, 21.69400024,\n", - " 21.6079998 , 21.25499916, 21.29999924, 21.04899979, 21.18600082,\n", - " 22.2140007 , 22.22699928, 21.45199966, 21.93199921, 21.59199905,\n", - " 21.98999977, 21.62700081, 21.54199982, 21.90999985, 20.6439991 ,\n", - " 20.65699959, 20.68400002, 20.91699982, 20.13899994, 20.08699989,\n", - " 20.10400009, 20.17399979, 21.92099953, 20.45700073, 21.77700043,\n", - " 20.52099991, 21.62899971, 20.74399948, 21.62100029, 21.4640007 ,\n", - " 21.59600067, 20.8579998 , 20.89500046, 21.48399925, 20.98399925,\n", - " 21.01099968, 21.33499908, 21.36800003, 21.14800072, 20.71199989,\n", - " 20.64299965, 20.57500076, 21.01000023, 20.25200081, 19.86899948,\n", - " 19.79400063, 20.21199989, 20.54599953, 20.47999954, 20.43799973,\n", - " 20.64299965, 20.53300095, 20.43600082, 20.64299965]), magErr=array([0.086, 0.075, 0.127, 0.068, 0.061, 0.063, 0.04 , 0.078, 0.083,\n", - " 0.04 , 0.05 , 0.025, 0.05 , 0.029, 0.021, 0.048, 0.071, 0.043,\n", - " 0.067, 0.059, 0.089, 0.115, 0.087, 0.091, 0.114, 0.11 , 0.06 ,\n", - " 0.059, 0.046, 0.03 , 0.042, 0.04 , 0.096, 0.051, 0.076, 0.075,\n", - " 0.017, 0.017, 0.013, 0.021, 0.074, 0.042, 0.069, 0.107, 0.065,\n", - " 0.042, 0.029, 0.038, 0.031, 0.072, 0.057, 0.105, 0.035, 0.059,\n", - " 0.037, 0.051, 0.033, 0.047, 0.154, 0.014, 0.026, 0.022, 0.018,\n", - " 0.026, 0.016, 0.011, 0.01 , 0.063, 0.025, 0.065, 0.017, 0.04 ,\n", - " 0.021, 0.05 , 0.069, 0.034, 0.024, 0.025, 0.062, 0.036, 0.04 ,\n", - " 0.036, 0.034, 0.028, 0.019, 0.017, 0.017, 0.04 , 0.017, 0.013,\n", - " 0.024, 0.021, 0.025, 0.044, 0.045, 0.024, 0.044, 0.033, 0.042]), midPointMjdTai=array([61469.39628, 61473.38839, 61477.3861 , 61503.37574, 61503.3762 ,\n", - " 61513.32019, 63316.26713, 61517.36405, 61517.36353, 61531.32905,\n", - " 61539.2628 , 63335.36783, 61552.33835, 61559.21829, 63341.35749,\n", - " 61608.16461, 61610.22748, 61618.19543, 61620.18981, 61626.15247,\n", - " 61641.15692, 61650.10594, 61671.04784, 63851.11994, 63854.10194,\n", - " 63856.10677, 63823.23204, 63821.23205, 63812.04007, 63793.23772,\n", - " 63785.28804, 63785.28714, 63447.06157, 63744.30364, 63443.08738,\n", - " 63443.07881, 61119.26606, 61120.33203, 61145.25427, 61156.1725 ,\n", - " 62074.08116, 62060.01045, 62089.02492, 62091.01472, 62049.02236,\n", - " 62039.04983, 62021.14241, 62020.15467, 62003.24735, 61993.17572,\n", - " 61939.38626, 61940.35303, 61982.21915, 61952.31955, 61976.23064,\n", - " 61953.40161, 61973.3358 , 61972.41269, 63046.98087, 62883.31564,\n", - " 62881.36395, 62881.29499, 62867.33437, 62908.2112 , 62909.17973,\n", - " 62910.24862, 62924.21265, 63019.97406, 62936.10146, 63011.96248,\n", - " 62939.17458, 63002.00246, 62950.13625, 62999.99803, 60275.02232,\n", - " 62995.99652, 62955.99941, 62955.99986, 62991.97653, 62964.99278,\n", - " 62965.01799, 62980.98073, 62979.97248, 62971.00775, 60236.13065,\n", - " 60233.1292 , 60231.21681, 62494.12726, 60666.256 , 60682.21095,\n", - " 60691.2837 , 60706.15284, 62470.10356, 60719.02875, 60719.02965,\n", - " 60727.14736, 62463.15734, 62436.20717, 62424.25293]), ra=array([272.4065813, 273.3091838, 274.1602426, 278.2124107, 278.2124507,\n", - " 278.9739061, 235.542939 , 279.1435974, 279.1435841, 279.0768024,\n", - " 278.5803781, 233.9361362, 277.0822233, 275.9974984, 233.0654051,\n", - " 266.8417785, 266.5658736, 265.6824841, 265.5090556, 265.1106094,\n", - " 264.9122334, 265.3289723, 267.7179619, 286.3237227, 286.3797105,\n", - " 286.4420005, 287.9582544, 288.2176882, 289.61111 , 293.1513226,\n", - " 294.7244376, 294.7246136, 224.3938397, 300.1566509, 223.9052076,\n", - " 223.9042342, 208.0741618, 207.9325808, 203.6544104, 201.6276106,\n", - " 324.5671596, 324.0558204, 326.0988561, 326.3722779, 324.3365452,\n", - " 325.1003527, 327.5189926, 327.6823699, 330.7120726, 332.51724 ,\n", - " 336.5665091, 336.6031097, 334.2499107, 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3.12758946, 3.13017392, 2.87866926, 2.73598933, 2.73649573,\n", - " 2.73739886, 2.73983741, 2.90478134, 2.74290299, 2.74290323,\n", - " 2.74528623, 2.91261387, 2.94405413, 2.95847845]), reduced_mag=array([16.9981023 , 16.98547464, 17.00893337, 17.01916706, 17.01917127,\n", - " 16.89676951, 16.90567178, 16.99143394, 17.02442818, 16.86842979,\n", - " 16.88846012, 16.81282928, 16.71023726, 16.69348591, 16.73044698,\n", - " 16.79950596, 16.70248051, 16.79930255, 16.71192018, 16.9243943 ,\n", - " 16.80626467, 16.91634683, 17.07900874, 16.78421306, 16.8697631 ,\n", - " 16.83016154, 16.72798079, 16.83156265, 16.68124172, 16.30842163,\n", - " 16.37335234, 16.43935263, 17.2196872 , 16.94268785, 17.12524836,\n", - " 17.20034428, 16.8316007 , 16.84328983, 16.41932585, 16.4888531 ,\n", - " 17.06711195, 16.96811113, 17.14121886, 17.09803838, 16.88846597,\n", - " 16.87132381, 16.59912683, 16.64658298, 16.40026455, 16.50573562,\n", - " 17.07327385, 17.09654486, 16.71093566, 16.92703952, 16.80768233,\n", - " 16.99611243, 16.81960252, 16.72696471, 16.94613616, 16.93664902,\n", - " 16.93357137, 16.95999279, 17.06073938, 16.55362391, 16.50260258,\n", - " 16.52031986, 16.56387787, 17.23865296, 16.77471091, 17.18818074,\n", - " 16.81362753, 17.1620134 , 16.92975515, 17.17917152, 17.11982833,\n", - " 17.20492908, 16.97771582, 17.01471139, 17.1445451 , 16.99444039,\n", - " 17.0211263 , 17.1388626 , 17.18507098, 17.0818405 , 16.57989955,\n", - " 16.51261486, 16.44433864, 17.02326479, 16.77021994, 16.45809232,\n", - " 16.38394034, 16.74098653, 16.73635097, 16.90327121, 16.86126273,\n", - " 16.98156234, 16.75030691, 16.61598397, 16.73582549]), num_obs=99),\n", - " Observations(ssObjectId='6098332225018', filter_name='z', mag=array([22.12800026, 22.2689991 , 21.69400024, 22.26499939, 22.12999916,\n", - " 21.39100075, 21.76000023, 21.80900002, 21.70000076, 21.53800011,\n", - " 21.63899994, 21.77099991, 21.78000069, 21.92000008, 21.99900055,\n", - " 22.04000092, 22.43899918, 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-22.3479452,\n", - " -22.3005281, -22.1499728, -22.1251936, -22.0681736, -19.751315 ,\n", - " -19.5722887, -19.4419251, -19.1582594, -19.0275272, -19.0127603,\n", - " -19.0127494, -18.8092251, -18.764864 , -17.2875418, -17.133994 ,\n", - " -14.0339754, -12.8762887, -12.4563788, -8.9672143, -8.8187731,\n", - " -8.6141439, -8.5768729, -8.1626387, -7.2911317, -7.1077232,\n", - " -7.0936002, -7.0935311, -5.527919 , -5.4153798, -5.4151791,\n", - " -5.4147001, -5.2675363, -5.2284079, -4.9419923, -4.9199712,\n", - " -4.8670455, 4.7736655, 4.7740601, 5.0819109, 5.1968326,\n", - " 5.4733183, 5.5268107, 6.6214262, 6.6932201, 6.7625576,\n", - " 7.1776918, 7.2364715, 7.2364974, 8.0014147, 8.129727 ,\n", - " 8.1297531, 8.3451161, 8.348856 , 8.3664241, 8.4413916,\n", - " 10.349381 , 18.9935979, 19.0051746, 19.0051764, 21.6346295]), phaseAngle=array([15.46712494, 15.37924957, 13.90593529, 15.07466125, 15.07460785,\n", - " 12.42389965, 11.56469154, 10.9150486 , 8.41247749, 5.47684383,\n", - " 8.32610035, 8.56172943, 9.58950424, 12.57213783, 12.75989151,\n", - " 13.58114052, 16.11252403, 16.17868614, 15.57721233, 14.83275223,\n", - " 8.92165661, 6.1486702 , 0.91038996, 2.14099312, 2.42499733,\n", - " 2.42527461, 16.86869049, 16.56081963, 8.1783123 , 7.20734739,\n", - " 7.44364977, 17.79297447, 13.94934273, 16.39409065, 16.91800117,\n", - " 12.84323215, 12.62029076, 10.32920361, 5.89942646, 4.9927454 ,\n", - " 4.92218018, 4.92190504, 4.54125786, 15.85392952, 15.85363483,\n", - " 15.85264874, 6.30826092, 6.60267448, 14.24875927, 14.0929966 ,\n", - " 13.61683941, 13.35055923, 13.37490749, 16.93481827, 6.04215002,\n", - " 3.8898561 , 3.54039383, 5.11195707, 19.81834793, 19.8683033 ,\n", - " 8.39761543, 8.75193882, 8.75209999, 15.44204807, 14.55028534,\n", - " 14.55040073, 16.39370346, 16.4346199 , 16.62273407, 17.68921471,\n", - " 5.67740965, 8.79421043, 12.66090012, 12.6611948 , 4.99021244]), topocentricDist=array([3.08537674, 3.07248855, 2.6166532 , 3.03245544, 3.03244925,\n", - " 2.54605794, 2.77528214, 2.74647379, 2.66203737, 2.61220503,\n", - " 2.6779232 , 2.68495584, 2.71914792, 2.86241126, 2.87458515,\n", - " 2.93473792, 3.33701921, 3.48532629, 3.71993184, 3.05171251,\n", - " 2.70145917, 2.63338375, 2.58001399, 2.58570027, 2.58758473,\n", - " 2.58758664, 3.12328267, 3.03352427, 2.22829461, 2.21397185,\n", - " 2.26104665, 3.25462937, 2.49739313, 2.99416447, 3.12868881,\n", - " 2.68445659, 2.67337346, 2.58250737, 2.48414373, 2.47274017,\n", - " 2.47196245, 2.47195959, 2.48560667, 3.04997063, 3.04992199,\n", - " 3.04975986, 2.51631689, 2.52245259, 2.85924459, 2.84597945,\n", - " 2.80862784, 1.98365152, 1.98431051, 2.11614156, 1.86115599,\n", - " 1.8472935 , 1.84585118, 1.869331 , 2.95504117, 2.94147015,\n", - " 1.91463399, 1.92095244, 1.92095542, 2.40757728, 2.08280754,\n", - " 2.08281231, 2.17185998, 2.17415714, 2.18516517, 2.25708985,\n", - " 2.15668821, 1.98995495, 1.8930279 , 1.89303529, 1.97258115]), heliocentricDist=array([3.54889584, 3.54943871, 3.31442118, 3.5511291 , 3.55112934,\n", - " 3.32266355, 3.56257272, 3.56401062, 3.56871486, 3.58589959,\n", - " 3.58891582, 3.58916903, 3.59028387, 3.59373093, 3.59396577,\n", - " 3.5950377 , 3.59977603, 3.60081029, 3.6018219 , 3.58384013,\n", - " 3.59129763, 3.59301305, 3.59528184, 3.59598541, 3.59605527,\n", - " 3.59605527, 3.4464581 , 3.4409163 , 3.15144849, 3.15541601,\n", - " 3.20776367, 3.30540729, 3.23978615, 3.39287996, 3.38224673,\n", - " 3.4193666 , 3.42045116, 3.43022919, 3.44523883, 3.44801855,\n", - " 3.44823027, 3.44823098, 3.47215843, 3.51522994, 3.51522756,\n", - " 3.51521945, 3.47721481, 3.47806311, 3.50502682, 3.50424957,\n", - " 3.50199699, 2.80050755, 2.80044794, 2.79051328, 2.81702685,\n", - " 2.82192278, 2.82278967, 2.83874893, 2.93849969, 2.93737411,\n", - " 2.84714055, 2.8480916 , 2.84809184, 3.07097697, 2.86670351,\n", - " 2.86670399, 2.87495971, 2.8751626 , 2.87613773, 2.88233399,\n", - " 3.11810732, 2.90475488, 2.74290609, 2.74290633, 2.94402575]), reduced_mag=array([16.93099299, 17.08074933, 17.00323093, 17.10419494, 16.969199 ,\n", - " 16.7542275 , 16.78464583, 16.85542777, 16.81137078, 16.67997318,\n", - " 16.72519299, 16.85134462, 16.83219258, 16.85861213, 16.92825498,\n", - " 16.92363705, 17.04082824, 16.85378171, 17.17971445, 16.82553922,\n", - " 16.89175118, 16.70013519, 16.32522565, 16.49401993, 16.47939526,\n", - " 16.42939443, 17.12207811, 17.44989135, 16.72458662, 16.69785702,\n", - " 16.69344085, 17.05936781, 16.94898403, 17.05577942, 17.26916192,\n", - " 16.94998969, 16.90628476, 16.81917622, 16.5760206 , 16.63825942,\n", - " 16.67380902, 16.56281102, 16.73484122, 17.04675298, 16.90478888,\n", - " 16.89291019, 16.59401659, 16.6961983 , 17.15528659, 17.01086521,\n", - " 16.95994996, 16.97748958, 16.90081432, 17.02685537, 16.61313164,\n", - " 16.54059432, 16.5296243 , 16.62293378, 17.01355481, 17.19138201,\n", - " 16.72652704, 16.74964771, 16.75164306, 17.07471665, 16.88084008,\n", - " 17.04183595, 17.04168117, 17.16923346, 17.05753004, 17.09153519,\n", - " 16.65660796, 16.75523686, 16.96116033, 16.89515168, 16.61611841]), num_obs=75)],\n", - " 'MPCORB': MPCORB(ssObjectId='6098332225018', mpcDesignation='2007 YP1', mpcNumber=0, mpcH=16.280000686645508, mpcG=0.15000000596046448, epoch=60065.0, peri=201.50095186072437, node=267.90594, incl=4.440569999999986, e=0.13967823750326572, n=nan, q=2.721864519616761, uncertaintyParameter=nan, flags='0'),\n", - " 'SSObject': SSObject(ssObjectId='6098332225018', filter_list=['g', 'r', 'i', 'z'], discoverySubmissionDate=60222.0, firstObservationDate=60231.19309, arc=3624.91357421875, numObs=326, filter_dependent_values=[FilterDependentSSO(filter_name='g', H=16.812339782714844, G12=0.6287212371826172, Herr=0.010989941656589508, G12err=0.05894670635461807, nData=43.0), FilterDependentSSO(filter_name='r', H=16.35686492919922, G12=0.6622125506401062, Herr=0.004387638531625271, G12err=0.02414802275598049, nData=109.0), FilterDependentSSO(filter_name='i', H=16.23105239868164, G12=0.5962064266204834, Herr=0.004728563595563173, G12err=0.02835218608379364, nData=99.0), FilterDependentSSO(filter_name='z', H=16.219518661499023, G12=0.5128722190856934, Herr=0.009981880895793438, G12err=0.05679892748594284, nData=75.0)], maxExtendedness=0.0, minExtendedness=0.0, medianExtendedness=0.0),\n", - " 'AdlerData': AdlerData(ssObjectId='6098332225018', filter_list=['g', 'r', 'i', 'z'], filter_dependent_values=[FilterDependentAdler(filter_name='g', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='r', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='i', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[]), FilterDependentAdler(filter_name='z', phaseAngle_min=nan, phaseAngle_range=nan, nobs=0, arc=nan, model_list=[], model_dependent_values=[])])}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" } - ], + }, + "outputs": [], "source": [ "planetoid1.__dict__" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "8350af69-b369-4f96-b46d-f00865504505", "metadata": { "execution": { @@ -862,28 +140,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:15.809611Z" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plot_errorbar(planetoid1, filt_list=[\"r\"], x_plot=\"midPointMjdTai\", y_plot=\"reduced_mag\")\n", "fig = plot_errorbar(planetoid1, filt_list=[\"r\"], x_plot=\"phaseAngle\", y_plot=\"reduced_mag\")" @@ -891,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "b334d23a-792c-42a3-a396-533987b08bee", "metadata": { "execution": { @@ -902,28 +159,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:16.365012Z" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plot_errorbar(planetoid2, filt_list=[\"r\"], x_plot=\"midPointMjdTai\", y_plot=\"reduced_mag\")\n", "fig = plot_errorbar(planetoid2, filt_list=[\"r\"], x_plot=\"phaseAngle\", y_plot=\"reduced_mag\")" @@ -931,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "598c6098-0ddf-470f-acc8-e1962d9abbb7", "metadata": { "execution": { @@ -949,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "c31d37ac-e020-4e1b-a47d-842d4d2f7e53", "metadata": { "execution": { @@ -967,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "08860ab8-5b1b-49b5-9390-f379b5429b51", "metadata": { "execution": { @@ -985,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "46852c0e-d4c4-4e2c-9c64-f8497898c3a4", "metadata": { "execution": { @@ -996,268 +232,14 @@ "shell.execute_reply.started": "2024-05-16T16:38:16.865405Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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ssObjectIdfilter_namemagmagErrmidPointMjdTairadecphaseAngletopocentricDistheliocentricDistreduced_magnum_obs
06098332225018r22.7600000.06961469.38552272.404111-24.23482815.5372513.6990833.52129017.186021109
16098332225018r22.6439990.06061473.39835273.311348-24.18985015.8049153.6445923.52403717.100552109
26098332225018r22.7080000.11461477.39732274.162500-24.14041316.0248703.5894103.52672917.196024109
36098332225018r22.5750010.06861485.38436275.693450-24.03171716.3141373.4773253.53197217.128688109
46098332225018r22.4650000.04261497.32416277.520845-23.85594816.3353813.3077923.53947317.122616109
.......................................
1046098332225018r20.3110010.01360705.11646109.79381418.9210267.6168881.7996762.73962916.846570109
1056098332225018r20.3040010.01660706.12867109.61381018.9288128.0162091.8048752.73983316.833145109
1066098332225018r20.6980000.01262469.1521037.69629819.0700948.4463611.9850022.90584716.892832109
1076098332225018r20.2890000.01262445.2274242.20263521.0142991.9229251.9450422.93335516.507531109
1086098332225018r20.3680000.01662442.2321842.81589321.2338972.8269321.9516392.93688916.576565109
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109 rows × 12 columns

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" - ], - "text/plain": [ - " ssObjectId filter_name mag magErr midPointMjdTai ra \\\n", - "0 6098332225018 r 22.760000 0.069 61469.38552 272.404111 \n", - "1 6098332225018 r 22.643999 0.060 61473.39835 273.311348 \n", - "2 6098332225018 r 22.708000 0.114 61477.39732 274.162500 \n", - "3 6098332225018 r 22.575001 0.068 61485.38436 275.693450 \n", - "4 6098332225018 r 22.465000 0.042 61497.32416 277.520845 \n", - ".. ... ... ... ... ... ... \n", - "104 6098332225018 r 20.311001 0.013 60705.11646 109.793814 \n", - "105 6098332225018 r 20.304001 0.016 60706.12867 109.613810 \n", - "106 6098332225018 r 20.698000 0.012 62469.15210 37.696298 \n", - "107 6098332225018 r 20.289000 0.012 62445.22742 42.202635 \n", - "108 6098332225018 r 20.368000 0.016 62442.23218 42.815893 \n", - "\n", - " dec phaseAngle topocentricDist heliocentricDist reduced_mag \\\n", - "0 -24.234828 15.537251 3.699083 3.521290 17.186021 \n", - "1 -24.189850 15.804915 3.644592 3.524037 17.100552 \n", - "2 -24.140413 16.024870 3.589410 3.526729 17.196024 \n", - "3 -24.031717 16.314137 3.477325 3.531972 17.128688 \n", - "4 -23.855948 16.335381 3.307792 3.539473 17.122616 \n", - ".. ... ... ... ... ... \n", - "104 18.921026 7.616888 1.799676 2.739629 16.846570 \n", - "105 18.928812 8.016209 1.804875 2.739833 16.833145 \n", - "106 19.070094 8.446361 1.985002 2.905847 16.892832 \n", - "107 21.014299 1.922925 1.945042 2.933355 16.507531 \n", - "108 21.233897 2.826932 1.951639 2.936889 16.576565 \n", - "\n", - " num_obs \n", - "0 109 \n", - "1 109 \n", - "2 109 \n", - "3 109 \n", - "4 109 \n", - ".. ... \n", - "104 109 \n", - "105 109 \n", - "106 109 \n", - "107 109 \n", - "108 109 \n", - "\n", - "[109 rows x 12 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_obs" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "a1a8c2c3-0639-4a05-80ff-ae4231bdaf4a", "metadata": { "execution": { @@ -1268,18 +250,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:16.895787Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "(60231.0, 63852.0)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "tmin = np.amin(np.floor(df_obs[\"midPointMjdTai\"])) # mjd\n", "tmax = np.amax(np.floor(df_obs[\"midPointMjdTai\"])) + 1 # mjd\n", @@ -1288,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "a50e7a2e-a16f-4d08-b096-d891a720bb2f", "metadata": { "execution": { @@ -1299,18 +270,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:16.902095Z" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# cumulative data in filter\n", "x_plot = \"midPointMjdTai\"\n", @@ -1341,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "1c2bcbd8-702a-468c-a96c-b1d2ee91e9ea", "metadata": { "execution": { @@ -1352,22 +312,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:17.098148Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1,\n", - " 2, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1,\n", - " 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 2, 1, 1])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# number of data points per night of new data\n", "np.diff(N_data)" @@ -1375,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "2c32de0b-71b4-459c-8a64-d181df4392cb", "metadata": { "execution": { @@ -1386,29 +331,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:17.103761Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([60233., 60236., 60666., 60672., 60676., 60702., 60705., 60706.,\n", - " 61120., 61145., 61175., 61469., 61473., 61477., 61485., 61497.,\n", - " 61500., 61503., 61504., 61524., 61525., 61531., 61556., 61558.,\n", - " 61559., 61562., 61586., 61587., 61589., 61610., 61615., 61616.,\n", - " 61618., 61620., 61641., 61648., 61650., 61677., 61939., 61940.,\n", - " 61945., 61971., 61972., 61974., 61976., 61999., 62000., 62003.,\n", - " 62020., 62021., 62028., 62030., 62058., 62059., 62061., 62074.,\n", - " 62089., 62091., 62442., 62445., 62469., 62494., 62883., 62893.,\n", - " 62910., 62913., 62915., 62918., 62924., 62926., 62939., 62947.,\n", - " 62949., 62950., 62979., 62991., 62998., 63001., 63011., 63305.,\n", - " 63308., 63316., 63335., 63367., 63447., 63744., 63793., 63803.,\n", - " 63804., 63821., 63823., 63825., 63827., 63829., 63839., 63851.])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# nights when new data arrives\n", "data_nights" @@ -1416,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "80108e40-0417-4b82-b73f-4cdf872b4a4c", "metadata": { "execution": { @@ -1434,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "78e209fa-7cd3-4b29-a14c-28ddafd1f813", "metadata": { "execution": { @@ -1443,8 +366,7 @@ "iopub.status.idle": "2024-05-16T16:38:17.147051Z", "shell.execute_reply": "2024-05-16T16:38:17.146431Z", "shell.execute_reply.started": "2024-05-16T16:38:17.133987Z" - }, - "scrolled": true + } }, "outputs": [], "source": [ @@ -1465,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "9f28a60a-dbec-4320-9150-f36ed75d4ffa", "metadata": { "execution": { @@ -1486,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "574b7fb2-54db-4797-9d00-330964ed6bb9", "metadata": { "execution": { @@ -1504,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "c285a1ee-a168-45ec-8c10-e82774230979", "metadata": { "execution": { @@ -1515,2004 +437,7 @@ "shell.execute_reply.started": "2024-05-16T16:38:17.178403Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "continue\n", - "60236.0 60237.0 2 1 Parameter('H', value=16.29259875057048, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", - "[0.00167543] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_60236\n", - "plots/phase_curve_6098332225018000_60236.png\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "60666.0 60667.0 3 1 Parameter('H', value=16.293269386459645, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", - "[0.01000294] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_60666\n", - "plots/phase_curve_6098332225018000_60666.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "60676.0 60677.0 5 2 Parameter('H', value=16.29534337479441, unit=mag) Parameter('G12', value=0.62, unit=, bounds=[0, 1])\n", - "[-0.01286632 0.00917784] mag\n", - "[False False]\n", - "save data/outlier_6098332225018000_60676\n", - "plots/phase_curve_6098332225018000_60676.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61120.0 61121.0 10 1 Parameter('H', value=16.309316849336383, unit=mag) Parameter('G12', value=0.702862502959537, unit=, bounds=[0, 1])\n", - "[0.0181883] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_61120\n", - "plots/phase_curve_6098332225018000_61120.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61586.0 61587.0 30 1 Parameter('H', value=16.298703027366997, unit=mag) Parameter('G12', value=0.6389995720626995, unit=, bounds=[0, 1])\n", - "[0.01622061] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_61586\n", - "plots/phase_curve_6098332225018000_61586.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61589.0 61590.0 32 3 Parameter('H', value=16.299288923884642, unit=mag) Parameter('G12', value=0.6429412933590207, unit=, bounds=[0, 1])\n", - "[ 0.03450856 -0.0295452 -0.03343057] mag\n", - "[False False False]\n", - "save data/outlier_6098332225018000_61589\n", - "plots/phase_curve_6098332225018000_61589.png\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61610.0 61611.0 35 1 Parameter('H', value=16.299455781352687, unit=mag) Parameter('G12', value=0.6446183223529809, unit=, bounds=[0, 1])\n", - "[-0.00916379] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_61610\n", - "plots/phase_curve_6098332225018000_61610.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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El/tj8e3hBI3PxX5BRERUEwxAtcQAVDvpuYV44YeTuJFZFoLe7NMK3x5O0GheoUeVP/vh2mJERKSJmnx/sw8Q6ZyzgxRbXuuGlk1scef+Q3yw80qNww/AfkFERFR3GICoTrjKpNg8OajWfXhEACk5hTidmK2bwoiIiMAARHXoVvZDnT250XRmaiIiIk3oNQAdOXIEoaGhaNasGQRBwM6dOyvtc/XqVQwfPhwymQx2dnbo0qULkpOrXoDz/v37mDZtGtzc3GBjYwNfX1/s3bu3jq6C1NFlaNF0ZmoiIiJN6HUm6IKCAvj7++PVV1/F6NGjK32ekJCAHj16YNKkSVi4cCEcHBxw5coVSKXqvwyLi4sxcOBAODs743//+x+aN2+OpKQkNGrUqA6vhFTRNLQ42lnhXkFJlTNOd/Vy1GltRERk3vQagIYMGYIhQ4ao/fyDDz7A0KFDsXTpUuU2b2/vKs+5fv16ZGdn48SJE7CysgIAtGzZUif1Us1Ut5wGUDbUff6wdpi25TwEoMJ+j844zfmAiIhIlwy2D5BCocCePXvg6+uLwYMHw9nZGUFBQSqbyR71559/Ijg4GNOmTYOLiwvat2+Pzz//HHK5XO0xRUVFyM3NrfCi2qtqOY1yb/RuhaEdm2k04zQREZGuGOxiqOnp6cjPz8fixYvx2WefYcmSJQgLC8Po0aNx+PBh9O7dW+VxN27cwKFDhzBu3Djs3bsX8fHxePPNN1FSUoIFCxaoPGbRokVYuHBhXV6O2SpfTuPxxU8tJALkChHfHk5AsLcTQtq7YaCfq0YzThMREdWWwUyEKAgCduzYgZEjRwIA7t69i+bNm2Ps2LHYsmWLcr/hw4fDzs4OW7duVXkeX19fFBYWIjExERYWFgCAFStWYNmyZUhJUb3QZlFREYqKipTvc3Nz4eHhwYkQdejx5TRaOdlh4obTuJaah8a2Vvjx1SB0cJfpu0wiIjJiJjERopOTEywtLeHn51dhe7t27aocBebm5gZfX19l+Ck/JjU1FcXFxSqPsbGxgYODQ4UX6ZaFRECwdxOM6NQcwd5N4CKTYtuUbvB3l+HegxK8uOYkzt7kXD9ERFQ/DDYAWVtbo0uXLoiNja2wPS4uDi1atFB7XPfu3REfHw+FQlHhGDc3N1hbW9dZvVRzjWytsXlyELp6OSKvqBQvrTuN4/GZ+i6LiIjMgF4DUH5+PqKjoxEdHQ0ASExMRHR0tPIJz5w5c7B9+3asWbMG8fHx+Pbbb7Fr1y68+eabynNMmDAB7733nvL91KlTkZ2djRkzZiAuLg579uzB559/jmnTptXrtZFm7KVW2PRKV/Rs7YSHJXK8svEMDl5Ng1whIjIhC39E30FkQhaXwiAiIp3Sax+g8PBw9O3bt9L2iRMnYuPGjQDKhrUvWrQIt2/fRps2bbBw4UKMGDFCuW+fPn3QsmVL5f4AEBkZiVmzZiE6OhrNmzfHpEmTMHfu3ArNYlXhYqj1r6hUjv9sOY99MWmQCIBDAyvcf1Ci/JwrwxMRUXW4GnwtMQDpR4lcgRfXnMSZm/cqfcaV4YmIqDom0QmazI9EEHAr+4HKz7gyPBER6RIDEOmFqj4+pxOzkZpbpPYYrgxPRES6YrATIZLpCrucUmliRDeZFEPbu2p0PFeGJyKi2mIAonoVdjkFUzdHVVobLDWnEOuO39ToHFwZnoiIaotNYFRv5AoRC3fFqFwYtXybRFC/bhgAWEoEtGxiWwfVERGROWEAonpzOjG7QrOXKgqxLAypC0GlChHPfR+JGxn5Oq+PiIjMBwMQ1RtN++682r1lpZXh3WRSfDriCbRsYovb9x7i2dWRiL51vw6qJCIic8A+QFRvNO27M9DPFR8M81O5MvyQDm54deMZXLydg7E/nMR34wPQt41zHVdORESmhk+AqN509XKEm0yqtnlLQNmTnvKw8+jiqRaSsqOcGtpg62vd0Mu3KR6WyDF501n8dDKp3q6BiIhMAwMQ1RsLiYAFoX4AKvfxKX+/INRPGXbUsbOxxNoJT+LZQHfIFSLm77yMz3ZzgkQiItIcAxDVq5D2blg1PqBSHx9XmbRGy1xYW0qw7NmOmDO4DQBg7bFEvLH5HB4Ul+q8ZiIiMj1cC0wFrgVW98pnfn68j482/rxwF+/8egHFpQp0aC7D2olPwsWBcwUREZkbLoZaSwxAxudcUjZe+/EcsguK4SaTYv3LXdDOjfeOiMiccDFUMjuBLRyx482n0KqpHVJyCvHsqhM4HJuu77KIiMhAMQCRyWjRxA47pnZHcKsmKCiWY9LGM/gp8qa+yyIiIgPEAEQmRWZrhU2vdsVzge5QiMD8P65g4a4rKJUrVK5AT0RE5okTIZLJsbaUYOmzHdHSyQ7L/o7FhuM3cepGFrIKipGWW6Tcz00mxYJQP41HnhERkenQqhP0n3/+qfpkggCpVAofHx94eXnVujh9YSdo07H3UgpmbotGsVxR6bPyMWc1GX5PRESGqybf31o9ARo5ciQEQcDj2al8myAI6NGjB3bu3InGjRtr8yOIdGLwE65waGCJzPziSp+VL7q6cFcMBvq5aj0Mn4iIjI9WfYD279+PLl26YP/+/cjJyUFOTg7279+PoKAg7N69G0eOHEFWVhbeeecdXddLVCOnE7NVhp9yIoCUnEKcTsyuv6KIiEjvtHoCNGPGDPzwww946qmnlNv69+8PqVSKKVOm4MqVK/jqq6/w6quv6qxQIm1ougK9pvsREZFp0OoJUEJCgsq2NQcHB9y4cQMA0Lp1a2RmZtauOqJa0nQFek33IyIi06BVAAoMDMScOXOQkZGh3JaRkYF3330XXbp0AQBcv34dHh4euqmSSEvVrUAPABKh8uKsRERk2rQKQOvWrUNiYiLc3d3h4+MDHx8fuLu74+bNm1i7di0AID8/Hx9++KFOiyWqqapWoC+nEIHx605h04mblTr2l+McQkREpkXrtcAUCgX27duHuLg4AECbNm0wcOBASCTGP7cih8GbnrDLKVi4KwYpOf/29XGTSfHekLbYF5OG3RdTAAAjOjXDotEdYGttWe2xnEOIiMiwcDHUWmIAMk3qVqAXRRHrjiVi0V/XIFeIaONij1XjA9CqaUOEXU7B1M1RePyXhHMIEREZnnoJQAUFBYiIiEBycjKKiysOM37rrbe0OaXBYAAyT6cTszFtSxQy8opgb2OJJc92xKe7Kz75eZQAwFUmxbG5/TiHEBGRAajzAHT+/HkMHToUDx48QEFBARwdHZGZmQlbW1s4OzsrR4IZKwYg85WeW4jpW87j9E3N5wXa+lo3BHs3qcOqiIhIEzX5/taqw86sWbMQGhqKe/fuoUGDBjh58iSSkpIQGBiIL774QquiiQyBs4MUP78WhMk9NF/KhXMIEREZH60CUHR0NN5++21IJBJYWFigqKgIHh4eWLp0Kd5//31d10hUr6wsJPjwaT/M6N9ao/05hxARkfHRKgBZWVkpR3s5OzsjOTkZACCTyXDr1i3dVUekR2/1bw2nhtZqPxdQNhqsq5ejys85dJ6IyHBptRRG586dcebMGbRu3Rq9e/fGRx99hMzMTPz0009o3769rmsk0gsLiYDPRrbHG5ujVH4uAlgQ6qeyAzSHzhMRGTatngB9/vnncHMr+4/4f//7XzRu3BhTp05FRkYGfvjhB50WSGRsyofOPz56LDWnEFM3RyHscoqeKiMionKcB0gFjgIjoKwJq8eSQ2qHwQOAvdQSUR8OhJWlRKNjOHSeiKju1PkoMCJzcDoxu8rwAwB5haV4dvUJZOUXaXSMCCAlpxCnEzUfZk9ERLqnVQDKysrCtGnT4OfnBycnJzg6OlZ4EZkCTYe3X7idg6H/dxQnb2RpfAyHzhMR6ZdWnaBfeuklxMfHY9KkSXBxcYEg8FE+mR5Nh7c3b9QAd+4/xItrTuKZAHednpuIiOqGVgHo6NGjOHbsGPz9/XVdD5HB6OrlCDeZFKk5hZXWAgP+7c8TNrMnFu6Kwf/O3cav527D2kKCYrlC5TnLj1E3dJ6IiOqHVk1gbdu2xcOHD3VdC5FBsZAIWBDqB+DfxU/Llb9fEOoHe6kVvnjOH8uf84ettUWV4af8GHaAJiLSL60C0HfffYcPPvgAERERyMrKQm5uboUXkakIae+GVeMD4Cqr2GTlKpNWWgn+mUB37HmrJzq6y1SeS9UxRESkH1o1gTVq1Ai5ubno169fhe2iKEIQBMjlcp0UR2QIQtq7YaCfK04nZiM9rxDO9mVNWKqe4ng52eG3qU/hy/1xWBWRAFEEmtrbYEb/1hjb1ZNPfoiIDIRWAWjcuHGwsrLCli1b2AmazIKFRNB4xXcrCwneDWmLnq2bYvYv0UjJKcTHf15BzsMSvNHbmyGIiMgAaDURoq2tLc6fP482bdrURU16x4kQSVfuPyjG+zsuYe+lVABAkJcjvhzTCc0aNdBzZUREpqfOJ0J88sknuegpkQYa2Vpj5YsBWPpsR9haW+BUYjaGfH0Uey5yOQwiIn3S6gnQr7/+io8//hhz5sxBhw4dYGVlVeHzjh076qxAfeATIKoLiZkFmLHtPC7ezgEAjOzUDAuHt4fM1qqaI4mISBM1+f7WKgBJJJUfHAmCYDKdoBmAqK6UyBX4+sB1fBceD4UIuDpIsey5jujZuqm+SyMiMnp1HoCSkpKq/LxFixY1PaVBYQCiuhaVfA9v/3IBiZkFAIAJwS0wb0hb2FqrH5cgV4gajUQjIjJXdR6ANDVs2DCsXbsWbm7GNe8JAxDVhwfFpVj81zX8GFn2DwovJzssf94fAZ6NK+0bdjkFC3fFVFho1U0mxYJQP84rRET0D4NZDf7IkSOcMZpIDVtrS3wyoj1+fLUrXB2kSMwswLOrTuCLv2NRXPrvbNJhl1MwdXNUpVXmU3MKMXVzFMIus0M1EVFN1WkAIqLq9fJtir9n9sLITs2gEIFvD8dj5MrjiE3Ng1whYuGuGJVrkZVvW7grBnJFnT3IJSIySQxARAZAZmuFr17ojJUvBqCxrRViUnIR+s0xvL/jUqUnP48SAaTkFOJ0Ynb9FUtEZAIYgIgMyLCObvh7Zi/0a+uMYrkC289oNt9Wep76kERERJUxABEZGGcHKdZNfBJf/LO6vCacGtrUcVVERKaFAYjIAAmCgGcD3bF/Vm/YWFb/azp7ezS+PnAdf0TfQWRCFvsEERFVQ6vFUDX1/vvvw9HRsS5/BJFJa964Ab4a44+pP5+vcr+0vCJ8eSBO+Z5D5ImIqqbxPEB//vmnxicdPny41gUZAs4DRIYm7HIK5u+8goz8Io32L58ecdX4AIYgIjIbdTIR4uPLX5QvffHo+3KaLoVx5MgRLFu2DOfOnUNKSgp27NiBkSNHVtjn6tWrmDt3LiIiIlBaWgo/Pz/89ttv8PT0VHver776CqtWrUJycjKcnJzw7LPPYtGiRZBKpRrVxQBEhuj49UyMW3dK4/0FAK4yKY7N7ccZo4nILNTJRIgKhUL52rdvHzp16oS//voL9+/fx/3797F3714EBAQgLCxM40ILCgrg7++PlStXqvw8ISEBPXr0QNu2bREeHo6LFy9i/vz5VQaZLVu2YN68eViwYAGuXr2KdevWYfv27Xj//fc1rovIEGUWaPb0pxyHyBMRqadVH6CZM2di9erV6NGjh3Lb4MGDYWtriylTpuDq1asanWfIkCEYMmSI2s8/+OADDB06FEuXLlVu8/b2rvKcJ06cQPfu3fHiiy8CAFq2bImxY8fi1Cn1/3IuKipCUdG/Xy65ubka1U9Un5ztNXuC+TgOkSciqkyrUWAJCQlo1KhRpe0ymQw3b96sZUllFAoF9uzZA19fXwwePBjOzs4ICgrCzp07qzzuqaeewrlz53D69GkAwI0bN7B3714MHTpU7TGLFi2CTCZTvjw8PHRyDUS61NXLEW4yKWramKVtcCIiMmVaBaAuXbpg9uzZSEtLU25LS0vDnDlz0LVrV50Ulp6ejvz8fCxevBghISHYt28fRo0ahdGjRyMiIkLtcS+++CI++eQT9OjRA1ZWVvD29kafPn2qbAJ77733kJOTo3zduqXZ5HNE9clCImD+MD+Vy2Ko4+Jgg65eHIlJRPQ4rQLQ+vXrkZKSAk9PT/j4+MDHxweenp64c+cO1q1bp5PCFIqyxSBHjBiBWbNmoVOnTpg3bx6efvpprF69Wu1x4eHh+Pzzz/Hdd98hKioKv//+O/bs2YNPP/1U7TE2NjZwcHCo8CIyNGGXU/DpnpgaHVMiF3E8PrOOKiIiMl5a9QHy8fHBxYsXsX//fly7dg0A0K5dOwwYMKDCaLDacHJygqWlJfz8/Cpsb9euHY4dO6b2uPnz5+Oll17C5MmTAQAdOnRAQUEBpkyZgg8++KDSaDYiY1C+Iry6pz+yBpbIeViqfO9oZwUBArIKijFh/WmMDmiO+cP80NjOun4KJiIycFpPhCgIAgYNGoRevXrBxsZGZ8GnnLW1Nbp06YLY2NgK2+Pi4tCiRQu1xz148KBSyLGwKFtOQMMR/0QGpaoV4YGy4e621paY3tcHt+49RAtHW7wU3BIlcgWW/R2LTZE38XvUHUTEZuCjUD8M92+m899XIiJjo1UAUigU+O9//4vVq1cjLS0NcXFxaNWqFebPn4+WLVti0qRJGp0nPz8f8fHxyveJiYmIjo6Go6MjPD09MWfOHIwZMwa9evVC3759ERYWhl27diE8PFx5zIQJE9C8eXMsWrQIABAaGooVK1agc+fOCAoKQnx8PObPn4/Q0FBlECIyJqcTszVaEf6/e68pt609logFoX74ePgTGN6pGeb9dhFxafmYsS0aO8/fwWejOqB5owb1UD0RkWHSqj3os88+w8aNG7F06VJYW//7SL19+/ZYu3atxuc5e/YsOnfujM6dOwMAZs+ejc6dO+Ojjz4CAIwaNQqrV6/G0qVL0aFDB6xduxa//fZbheH3ycnJSElJUb7/8MMP8fbbb+PDDz+En58fJk2ahMGDB+P777/X5lKJ9E6bYeypOYWYujkKYZdTEODZGLv/0xOzB/rC2kKCw7EZGLQiAhuPJ3LNMCIyWxrPBP0oHx8ffP/99+jfvz/s7e1x4cIFtGrVCteuXUNwcDDu3btXF7XWG84ETYYkMiELY9ecrPFxqmaCjk/Pw7zfLuFsUtnvaGfPRljyTEf4uthrfF65QsTpxGyk5xXC2V6Krl6OnGmaiAxCTb6/tWoCu3PnDnx8fCptVygUKCkp0eaURKRG+fw/qTmFNRoC/+hM0MHeTQAAPs72+OX1YPx8OhlL/rqG88n3Mez/jmJqHx9M6+sNG8uqm4nDLqdg4a6YCk1yXHiViIyRVk1gfn5+OHr0aKXt//vf/5TNWUSkGxYSAQtCy0ZDavOc5fEmNIlEwEvdWmD/7F4Y0M4ZJXIR/3fwOoZ+fRSnbmSpPU/5SLTH+yM92txGRGQstHoC9NFHH2HixIm4c+cOFAoFfv/9d8TGxuLHH3/E7t27dV0jkdkLae+GVeMDKj190YS6maDdZA2wZsKT2HspFQv+vIKEjAKM+eEkxnb1wLyQdpDZWin3rWokmoiyYLZwVwwG+rmyOYyIjIJWfYAA4OjRo/jkk09w4cIF5OfnIyAgAB999BEGDRqk6xrrHfsAkaF6tP+NU0MbvP1LNNJyi1QGk5qsBp/zoASLw65i6+myWdBlDawwsnMzDPZzRVCrJjidmK1RP6Str3VTNrcREdW3mnx/ax2ATBkDEBmL8mYpABVCUHncWTU+oEZ9c745dB1fHbheYXRYU3sbDO/ohnXHb1Z7/NcvdMKITs01/nlERLpUk+9vrfoAnTlzRuXq6qdOncLZs2e1OSURaaG8acxVVrGZy1UmrXH4CbucghX74ioNjc/IK9Io/ABceJWIjIdWfYCmTZuGd999F0FBQRW237lzB0uWLFEZjoioboS0d8NAP9daDU2vbrbp6pQ3t3HhVSIyFloFoJiYGAQEBFTa3rlzZ8TE1GyxRiKqPQuJUKu+N9XNNl2V8pi1INSPHaCJyGho1QRmY2ODtLS0SttTUlJgaan18mJEpCfazDZdTpvmNiIifdMqAA0aNAjvvfcecnJylNvu37+P999/HwMHDtRZcURUPzTtuzMvpC08HW2V759s0Ri/vB7M8ENERkerUWB37txBr169kJWVpZz4MDo6Gi4uLti/fz88PDx0Xmh94igwMjdyhYgeSw6pnW360SH1JXIFvjl0Hd9H3ECpQoSttQXeHtQGE4NbwNJCq39TERHpRL0Mgy8oKMDPP/+MCxcuoEGDBujYsSPGjh0LKyur6g82cAxAZOpUree1Pya1RkPq49Ly8P7v/64r9kQzBywa3QEd3RvVz0UQET2G8wDVEgMQmbKq1vMCUKO1vhQKEb+cvYXP915FbmEpJAIwIbglZg/yhYPU+P8xRETGpc4D0I8//ljl5xMmTKjpKQ0KAxCZqvKJEx//pX/0KY82Q+oz8orw3z0x2Bl9FwDgbG+DBaFPYGgHVwgCR4YRUf2o8wDUuHHjCu9LSkrw4MEDWFtbw9bWFtnZ2TU9pUFhACJTVN7PR91w95osnaHOseuZmP/HZSRmFgAAevs2xScjnkCLJnbalk1EpLE6nwn63r17FV75+fmIjY1Fjx49sHXrVq2KJqK6Vd1cPyKAlJxCnE7U/h8wPVo74a8ZPTFzQGtYW0gQEZeBQV8ewbeHrqOoVK71eYmIdE1nQzZat26NxYsXY8aMGbo6JRHpkKZz/dRmTiAAkFpZYOYAX4TN7InuPk1QVKrAF/viMPTro4hMyKrVuYmIdEWnY1YtLS1x9+5dXZ6SiHRE07l+dLWeV6umDbF5UhC+fqETnBpaIyGjAGPXnMTsX6KRmV+k9ji5QkRkQhb+iL6DyISsSmuTERHpglbTNv/5558V3ouiiJSUFHz77bfo3r27TgojIt3q6uUIN5m02rl+dLmelyAIGNGpOfq0ccayv6/h51PJ+D3qDg5eTce7IW0wtosnJI/0N6pqhBonWyQiXdKqE7REUvHBkSAIaNq0Kfr164fly5fDzc24/0PFTtBkqspHgQGazfWja+eT7+GDHZcRk5ILAOjk0QifjWyP9s1lGo1QYwgioqpwHqBaYgAiU6bvpyylcgV+jEzCiv1xyC/6d+6gvy6nIC1XddOYLkaoEZHpYwCqJQYgMnWqZoKu72CRlluIT3fHYPfFFI2P2fpat1qtek9Epq0m398a9wGaPXu2xgWsWLFC432JqP5ZSAS9BwkXBym+fTEAY7pkYNrPUcgtLK32mNqOUCMiKqdxADp//nyF91FRUSgtLUWbNm0AAHFxcbCwsEBgYKBuKyQik1ZQVKpR+AF0N0KNiEjjAHT48GHl/1+xYgXs7e2xadMm5azQ9+7dwyuvvIKePXvqvkoiMklyhYiFu2I02tdNxQg1Q2jKIyLjpNUw+OXLl2Pfvn0VlsRo3LgxPvvsMwwaNAhvv/22zgokItNV3ezUj5re17tCuNF3Z24iMm5aTYSYm5uLjIyMStszMjKQl5dX66KIyDzUpE/Pp3uuYuXheBSVypVD5h8PT6k5hZi6OQphlzXvWE1E5kmrJ0CjRo3CK6+8guXLl6Nr164AgFOnTmHOnDkYPXq0TgskItOlaZ+edm72uJqSh2V/x+J/524j52GxyskcRZQNmV+4KwYD/VyrbA5j8xmRedMqAK1evRrvvPMOXnzxRZSUlJSdyNISkyZNwrJly3RaIBGZLk1np941vQd2X0zBZ3uuKleaV+fRRV3VjXRj8xkR1WoeoIKCAiQkJAAAvL29YWdnp7PC9InzABHVn5rMTp1bWILpW6JwJC6z2vN+/UInjOjUXO3P44zTRKanJt/ftVoMNSUlBSkpKWjdujXs7OzAORWJqKZC2rth1fgAuMoqNoe5yqSVwoiD1ApTe/todF5VzWvlo87UNZ8BZc1nXICVyPRp1QSWlZWF559/HocPH4YgCLh+/TpatWqFSZMmoXHjxli+fLmu6yQiExbS3g0D/Vw16pNT3mxW1egxVUPmgepHnWnSfEZEpkGrJ0CzZs2ClZUVkpOTYWtrq9w+ZswYhIWF6aw4IjIf5bNTj+jUHMHeTdR2SLaQCFgQ6gcB/zZbPa67dxMoVDyR1nTUGWecJjJ9WgWgffv2YcmSJXB3d6+wvXXr1khKStJJYURE6qhrNrOyKItE/4u6g2H/dxSRCVkVPtd01BlnnCYyfVo1gRUUFFR48lMuOzsbNjY2tS6KiKg6qprNnmzRGDvO38HisGuIS8vH2DUnMaJTM7w/tB1cHKQajzpT1XxGRKZFqydAPXv2xI8//qh8LwgCFAoFli5dir59++qsOCKiqjzabNbVyxFnk+7BxkqCJaM7YnyQJwQB+CP6Lvp9EY4fjiRAIYpYEOoHoHLzWfn7BaF+nA+IyAxoNQz+ypUr6NevHwICAnDo0CEMHz4cV65cQXZ2No4fPw5vb++6qLXecBg8kXFRN6/PK0+1xF9XUnE++T4AwMe5IRYOfwJ5hSWcB4jIBNXk+7vGAaikpAQhISFYtGgR9u/fjwsXLiA/Px8BAQGYNm0a3NyM/z8eDEBExqO6eX1WjuuMgiI5Fv91DVkFxQCAYR3cMG9IW9y+97DCqDMAnB2ayIjVaQACgKZNm+LEiRNo3bq11kUaMgYgIuMgV4joseSQ2qHt5X16js3th/yiUny5Pw4/Rt6EQgQaWFlgej8fTO7pBRtLC84OTWQC6jwAzZo1CzY2Nli8eLHWRRoyBiAi4xCZkIWxa05Wu9/W17op5/W5mpKLBX9cwemb2QCAlk1s8XRHN6w8nFCj2aG5lhiR4anJ97dWo8BKS0uxfv16HDhwAIGBgZWWwFixYoU2pyUiqhFt5vVp5+aA7a93w58X7uK/e67iZtYDfHs4QeVx6hZX5dMiIuOnVQC6fPkyAgICAABxcXEVPhME/guIiOqHtvP6CIKAEZ2ao387F8z77SJ2X0xRe+zjs0Or63OUmlOIqZujuJYYkZHQKgAdPnxY13UQEdVYbef1aWhjiYF+LlUGoHLpeYXVriWm6mkRERmmWi2GSkSkT+XLYgDaz+tTk6dINVlLjIgMGwMQERm1mqwmr0r5U6SqntfYWlugras91xIjMiFaNYERERmSmqwm/7jyp0hTN0dBAFQ2bz0olmPAigg8E+Cu4tPKuJYYkeHTahi8qeMweCLzo25k1/NPumPPpVTEp+cDKFtwtUSu+j+bj847xD5ARPWvzofBExGZmqqeIk3v1xqbTtzE1weuI6+oVOXxXEuMyLjwCZAKfAJERKpk5BVh2d/X8MvZ25U+4zxARPpXk+9vdoImItJQU3sbLH3WHzundUcnj0bK7a4OUnw6sj3DD5ER4RMgFfgEiIiqo1CI+P38HSz+6xoy84sAAP3aOmP+037wcrKr5mgiqgt1vhaYqWMAIiJN5RWW4NtD8Vh/PBElchFWFgJe7e6F6f18YC+10nd5RGaFAaiWGICIzJs2C50mZOTjk10xiIjLAAA4NbTB3JA2eCbAHRJ2iiaqFwxAtcQARGS+arPQqSiKOBybjk93X0ViZgEAwN9dhgXDn0CAZ+M6rZuIGIBqjQGIyDypW+i0/PmNpgudFpcqsPFEIv7vYDzy/xk2P7pzc8wd0hYuDpwkkaiucBQYEVENVbfQKVC20KlcUf2/Ga0tJZjSyxuH3umN5wLLZo/+/fwd9P0iHCsPx6OwRK67wolIK3oPQEeOHEFoaCiaNWsGQRCwc+fOCp8LgqDytWzZsirPu3LlSrRs2RJSqRRBQUE4ffp0HV4FERm7uljo1NleimXP+eOPad0R4NkID4rlWPZ3LAZ9eQR/X0kFH8AT6Y/eA1BBQQH8/f2xcuVKlZ+npKRUeK1fvx6CIOCZZ55Re87t27dj9uzZWLBgAaKiouDv74/BgwcjPT29ri6DiIxcXS506u/RCL9NfQpfjvGHi4MNkrMf4PWfzmH8ulOITc2r8fmIqPYMqg+QIAjYsWMHRo4cqXafkSNHIi8vDwcPHlS7T1BQELp06YJvv/0WAKBQKODh4YH//Oc/mDdvXqX9i4qKUFRUpHyfm5sLDw8P9gEiMiORCVkYu+Zktfttfa0bgr2baP1zCopK8V14PNYcTURxqQISARgX1AKzB/qisZ211uclIhPuA5SWloY9e/Zg0qRJavcpLi7GuXPnMGDAAOU2iUSCAQMGIDIyUuUxixYtgkwmU748PDx0XjsRGbauXo5wk0mhbsC6gLLRYF29HGv1c+xsLDFncFscnN0bQ9q7QiECP51MQp8vwrHheCJK5IpanZ+INGNUAWjTpk2wt7fH6NGj1e6TmZkJuVwOFxeXCttdXFyQmpqq8pj33nsPOTk5ytetW7d0WjcRGT4LiYAFoX4AUCkE1cVCpx6Otlg1PhBbX+uGtq72yHlYgoW7YjDk66M48s9cQkRUd4wqAK1fvx7jxo2DVKrbYaQ2NjZwcHCo8CIi8xPS3g2rxgfAVVbxvzGuMqnGQ+BrKti7Cfa81ROfj+oARztrxKfnY8L605i08YxyLiEi0j1LfRegqaNHjyI2Nhbbt2+vcj8nJydYWFggLS2twva0tDS4urrWZYlEZAJC2rthoJ9rjWeCrg0LiYAXgzwxrKMb/u/gdWw6cRMHr6XjyPUMTAxuif/0bw1ZAy6rQaRLRvMEaN26dQgMDIS/v3+V+1lbWyMwMLBCJ2mFQoGDBw8iODi4rsskIhNgIREQ7N0EIzo1R7B3kzoNP4+SNbDC/Kf9EDazF/q2aYoSuYi1xxLR94tw/HwqCaXsH0SkM3oPQPn5+YiOjkZ0dDQAIDExEdHR0UhOTlbuk5ubi19//RWTJ09WeY7+/fsrR3wBwOzZs7FmzRps2rQJV69exdSpU1FQUIBXXnmlTq+FiEgXfJwbYsMrXbHxlS7wcW6I7IJifLDjMp7+5hiOx2fquzwik6D3JrCzZ8+ib9++yvezZ88GAEycOBEbN24EAGzbtg2iKGLs2LEqz5GQkIDMzH//ozBmzBhkZGTgo48+QmpqKjp16oSwsLBKHaOJiAxZnzbO6O7jhJ9PJuHLA9dxLTUP49aewkA/F3wwtB1aOtnpu0Qio2VQ8wAZCq4FRkSG5v6DYnx14Dp+OpkEuUKElYWAV7p7YXo/HzhI2T+ICOBiqLXGAEREhio+PQ+f7r6KiH+Gyjexs8bsQb54oYtnvfVVIjJUDEC1xABERIbucGw6Ptsdg4SMsqHybV3tMf9pP3T3cdJzZUT6wwBUSwxARGQMSuQKZf+gnIclAIAB7Zzx/tB2aNW0oZ6rI6p/DEC1xABERMakvH/Q5pNJKFWIsJQImPhUS7zVrzVktuwfROaDAaiWGICISCfS04ENG4ALFwAbGyA0FBg+HLCsmwG48en5+HzvVRy6lg4AaGxrhVkDffFiV09YWuh91hOiOscAVEsMQERUa1u2AK++CggCEBQE3LsHXLwI+PkBf/0FeHrW2Y+OiMvAZ7tjcD09H0DZvEIfDGuHvm2c6+xnEhkCBqBaYgAiolo5dgzo3RsYNw748kugSZOy7WfPAs89B9jaAtHRgFXdNU+VyhXYeuYWVuyLxb0HZf2Devk2xYfD2sHXxb7Ofi6RPjEA1RIDEBHVyogRQGIicP48YGFR8bNz54AnnwR++w0YPbrOS8l5WIJvD13HxhM3USIXIRGAsV09MXugL5o0tKnzn09Un2ry/c1GYSIiXZLLgT17gFdeqRx+ACAwEPD3B/78s17KkTWwwgfD/LB/Vm+EPOEKhQj8fCoZfZaF4/uIBBSVyuulDiJDwwBERKRLpaVlIahxY/X7ODoChYX1VxOAlk52WP1SILZN6Yb2zR2QV1SKRX9dw4AVEdh7KQVsDCBzwwBERKRLNjZA27ZAWJjqz+/dAyIjy54C6UG3Vk3w57Qe+OI5f7g42OBW9kO8+XMUnv8+Ehdu3ddLTUT6wABERKRrU6cC//sf8PffFbfL5cDs2YBCUTZCTE8kEgHPBrrj8Dt9MKN/a0itJDhz8x5GrDyOWdujcff+Q73VRlRf2AlaBXaCJqJaKSkp6+D811/As88CQ4eWPfnZsAG4dAnYuBF46SV9V6mUkvMQX/wdh9+ibgMAbCwleK1nK7zRxxsNbepmziKiusBRYLXEAEREtVZSAnz3HbBqFRAbC0gkZUFozhygVy99V6fSpds5+GxPDE4lZgMAnBra4O1Bvnj+SQ8utEpGgQGolhiAiEinCgvLZn+uoxmgtSFXiDidmI30vEI420vR1csRFhIBoihif0waFv11DYmZ/y60+v7Qdujl21TPVRNVjQGolhiAiMiUhV1OwcJdMUjJ+XckmptMigWhfghp7wYAKC5VYPPJJHx98N+FVvu0aYr3h3IiRTJcDEC1xABERKYq7HIKpm6OwuP/4S9v4Fo1PkAZgoCyhVa/ORSPHyP/nUjxha6emDXAF03tOZEiGRZOhEhERJXIFSIW7oqpFH4AKLct3BUDueLfPRrZWmP+0xUnUtxyKhl9lh3Gt4eu42ExJ1Ik48QARERkJk4nZldo9nqcCCAlpxCn/+kE/ajyiRR/eT0Y/u4yFBTL8cW+OPRbHo7fzt2GQmG8jQlyhYjIhCz8EX0HkQlZFQIgmS7D6ZFHRER1Kj1Ps9mnq9qvq5cjdrzZHbsu3sXSsFjcuf8Qb/96ARtOJOKDoX4I9m6iq3LrhSb9ocg08QkQEZGZcLaX6mQ/iUTAiE7NcfDt3pg3pC3sbSxx+U4uxq45icmbziA+PV8X5da58v5Qjz8VS80pxNTNUQi7nKKnyqg+MAAREZmJrl6OcJNJoW5GHwFlTz+6ejlqdD6plQXe6O2N8Dl9MDG4BSwkAg5cTcfgr47gw52XkJlfpLPaa+vxZq7iUkWN+0ORaeEoMBU4CoyITFX5Uw8AFb781Y0Cq4mEjHws2nsNB66mAQAa2ljijd6tMKlHKzSwtqhF1bWjqpnL0c4K2QUl1R679bVuRtesZ844CoyIiFQKae+GVeMD4Cqr2MzlKpPWKvwAgHfThlg78Ulsn9IN/u4y5BeV4ot9cej7RTh+PXtLL09T1DVzaRJ+AM37TZHx4RMgFfgEiIhMnbqZoHWlpFSBrw9ex5ZTSch+UBY22rk54P2hbdGzdf3MKC1XiOix5FCVI9+qwydAxqUm398cBUZEZIYsJEKdfbGranISAFxNycVL606jt29TvDe0Ldq61u0/MKsb9l8VAWVPxTTtD0XGhwGIiIh0Rt1M0+XvLSQCIuIycPR6Bp4NdMfsgW0qNcfpirbNV+XPwRaE+nERWBPGPkBERKQTVc00DZQFC0dbKwxpXzaj9C9nb6PPF4fxxd+xyCvUrE9OTWg67N/RzrrCe130hyLDxydARESkE5rMNJ2RX4wJwS3xWq9W+HzPVZxNuodvD8dj6+lkzBjQGmO7esLKQjf/Ni8f9p+aU6gylJU3c0XM6YtzSfcq9IcCgMiErDrrI0X6xwBEREQ6kZrzUKP90vMKMaJTc/z6RjD2xaRhyV/XcCOzAB/9cQUbjt/E3JA2GPyEKwShdoHDQiJgQagfpm6OggDVw/7nD2tXKfzsj0nl7NBmgKPAVOAoMCKimgm7nIL3d1xGdkFxtfs+PrKqRK7AtjO38PWBOGTmlx0f2KIx3h/aFoEtat8JWd1yF8P93fDnhZQK2xvZWuH+g8rNcbqYJ4nqXk2+vxmAVGAAIiLSnLqOz48rb3I6Nrefyuak/KJSfB+RgDVHb6CwRAEACHnCFe+GtEGrpg1rVePjw/7vFRRj2pbqa65J/aR/DEC1xABERKSZmsy1I0CzJyhpuYVYsS8Ov567BYVY1pQ1tqsHZvT3RVN7m3qtWRXODWS4OBM0ERHVC03n2nG0s9K4+cjFQYolz3ZE2MxeGNDOGXKFiM0nk9F72WF8dSAOBUWl9VKzOpwd2jQwABERkdY0DQPzn36ixn1nfF3ssXZil7KlNTwa4UGxHF8duI7ey8Kx+WQSSuQKbUqudYDRdHg9GTYGICIi0pqmYcDVQfvQENSqCXa++RRWvhiAlk1skZlfhA93XsbgL48g7HIqatqTozYBppGtFWeHNhEMQEREpLXyuXbUdQkWUDbiqrahQRAEDOvohn2zemPh8CfQxM4aNzIL8Mbmc3hm1QmcuZmts5qr8spTXuwAbSIYgIiISGvlc+0AqBQo6mJJCWtLCSY+1RLhc/rgP/180MDKAlHJ9/Hc6khM3nQGcWl5taq5Ko1srTC9n4+WlZOhYQAiIqJaCWnvhlXjAyqt6VWXS0rYS63w9qA2iJjTB+OCPGEhEXDgajpCvjqCd/93ASnVTMqoruaqLB7dgU9/TAiHwavAYfBERDX3+Fw79bl8REJGPr74OxZ/XU4FANhYSvBy95Z4s7cPZLZWGtV8M7MA648nIudhxVFmjWytsHh0B06AaAQ4D1AtMQARERmnqOR7WLz3Gk7/0ydI1sAK0/p6Y0JwS0itLNQeV9VkjprOX0T6xwBUSwxARETGSxRFHI5Nx5K/YhH7T5+gZjIpZg70xTMB7pWeSlU3MSJngDYenAiRiIjMliAI6NfWBXtn9MSyZzvCTSbF3ZxCvPu/iwj56gj2Xak4dF6TVexTcgpxOlHzkWZk+BiAiIjIJFlIBDz3pAcOv9MH7w9tC1kDK1xPz8eUn87h2dWRyqHzmk6MyBmgTQsDEBERmTSplQWm9PLGkXf7Ymofb0itJDiXdE85dL6oRLMZpTkDtGlhHyAV2AeIiMh0peUW4qsD1/HL2VuQK0QIAiC1lOChmiDEPkDGg32AiIiI1HBxkGLR6A7YN6sXhrR3hSiiyvAD6HYyRzIMDEBERGSWvJs2xKrxgfh96lPwc1P9tKAuJ3Mk/bLUdwFERET6EnY5BQt3xagcBeYgtcRrPVuhb1tnPVRGdY19gFRgHyAiIuNUk9moq5r88FHujRtg9kBfjOjUnM1gBq4m3998AkRERCZB1dMcN5kUC0L9KjVhyRUiFu6KqTL8OEgtIbWywO17DzH7lwv4PuIG5gxug/7tnCEIDELGjn2AiIjI6JU/zXm8KSs1pxBTN0ch7HJKhe3VTX4IALmFpVj6bEfMDWkLB6klYtPyMPnHs3h2dSRO3sjS+TVQ/WIAIiIio1bV05zybQt3xUCu+HcPTSc1zHlYgql9vHH03X54o/e/cwi98MNJTFh/Gpfv5NT+AkgvGICIiMioabOUhaaTGpbvJ7O1wrwhbRExpy/Gd/OEpUTAkbgMPP3NMUzbEoUbGfm1ugaqfwxARERk1LRZyuJeQRGq6s8soKz/UFcvxwrbXRyk+GxkBxx8uzdGdGoGQQD2XEzBwC+PYN5vF5GS81CbSyA90HsAOnLkCEJDQ9GsWTMIgoCdO3dW+FwQBJWvZcuWqT3nokWL0KVLF9jb28PZ2RkjR45EbGxsHV8JERHpQ02f5oRdTsG0LeehqGb4V1WTH7ZoYoevX+iMvW/1xIB2zpArRGw7cwu9l4Xjs90xyC4ortE1UP3TewAqKCiAv78/Vq5cqfLzlJSUCq/169dDEAQ888wzas8ZERGBadOm4eTJk9i/fz9KSkowaNAgFBQU1NVlEBGRnnT1coSbTAp1D3QefZqjyegviQCsfFGzyQ/buTlg7cQu+G1qMLp6OaK4VIG1xxLRc8khfLk/DnmFJdpcEtUDg5oHSBAE7NixAyNHjlS7z8iRI5GXl4eDBw9qfN6MjAw4OzsjIiICvXr1qnZ/zgNERGRcykeBAagQbspDUflszpEJWRi75mS159v6WjcEezepUQ2iKCIiLgNf7IvF5Tu5AIBGtlZ4s483JgS3hNTKokbno5oz2bXA0tLSsGfPHkyaNKlGx+XklPXSd3R0VPl5UVERcnNzK7yIiMh4hLR3w6rxAXCVVWwOe3wpC236C2lKEAT0aeOMP6f1wHfjAuDd1A73H5Tg873X0HvZYWw+mYTiUs1Wnqe6Z1QTIW7atAn29vYYPXq0xscoFArMnDkT3bt3R/v27VXus2jRIixcuFBXZRIRkR6EtHfDQD/XKmeCrml/IW1IJAKGdnDDID8X7Dh/B18duI479x/iw52X8cORG5g1sDWG+3NWaX0zqiawtm3bYuDAgfjmm280PufUqVPx119/4dixY3B3d1e5T1FREYqKipTvc3Nz4eHhwSYwIiITI1eI6LHkEFJzClX2AxJQ9tTo2Nx+OgsoRaVybDt9C98cikdmftl3ja9LQ8we2AaDn3DhrNI6ZJJNYEePHkVsbCwmT56s8THTp0/H7t27cfjwYbXhBwBsbGzg4OBQ4UVERKbHQiJgQagfAFTqNF3+vqrRX9qwsbTAxKda4si7ffBuSBs4SC0Rl5aPNzafw4iVxxERlwEDehZhNowmAK1btw6BgYHw9/evdl9RFDF9+nTs2LEDhw4dgpeXVz1USERExkDT/kK6ZmttiTf7+ODo3H6Y3tcHttYWuHg7BxPXn8aY70/iFJfXqFd6bwLLz89HfHw8AKBz585YsWIF+vbtC0dHR3h6egIoe6Tl5uaG5cuX44033qh0jv79+2PUqFGYPn06AODNN9/Eli1b8Mcff6BNmzbK/WQyGRo0aFBtTRwFRkRk+mqycnxdyMwvwqrwBPz0SOfonq2d8M6gNvD3aFRvdZiSmnx/6z0AhYeHo2/fvpW2T5w4ERs3bgQA/PDDD5g5cyZSUlIgk8kq7duyZUu8/PLL+PjjjwFAbXvqhg0b8PLLL1dbEwMQERHVl9ScQnxz6Dq2n7mF0n9mZxzk54K3B7VBG1d7PVdnXIwqABkiBiAiIqpvyVkP8NXBOOw8fwcKERAEILRjM8wc0BqtmjbUd3lGgQGolhiAiIhIX+LT87Bifxz2XkoFUNZxe3Tn5nirf2t4ONrquTrDxgBUSwxARESkb5fv5ODL/XE4eC0dAGBlIWBMFw9M79u6UgduKsMAVEsMQEREZCiiku/hy/1xOHo9EwBgbSnB+KAWmNrHG03tbfRcnWFhAKolBiAiIjI0J29kYcW+OJy+mQ0AaGBVNr/Q671aobGdtZ6rMwwMQLXEAERERIZIFEUcvZ6J5fvjcOHWfQBAQxtLvNrDC5N6eEHWwEq/BeoZA1AtMQAREZEhE0URB6+mY/n+OFxNKVvA20Fqidd6tsIrPbzQ0MaolvrUGQagWmIAIiIiY6BQiPj7Siq+PBCHuLR8AEBjWyu83tsbE4JbwNbavIIQA1AtMQAREZExkStE7L54F18fuI4bmQUAAKeG1nijtzfGd2sBqZWFniusHwxAtcQARERExqhUrsAf0Xfx9cHrSM5+AABwcbDBtL4+GNPFAzaWph2EGIBqiQGIiIiMWYlcgd/O3cY3h+Jx5/5DAICbTIppfX3w/JMesLY0mrXQa4QBqJYYgIiIyBQUlyqw/ewtrDwUj9TcQgBA80YNML2fD54NdIeVhWkFIQagWmIAIiIiU1JYIsf2M7ew8nA80vOKAADujRvgrX6tMSqguckEIQagWmIAIiIiU1RYIseWU8n4LjwBmfllQcjT0RZv9W+NkZ2awdLIgxADUC0xABERkSl7WCzH5pNJWB2RgKyCYgCAl5Md/tPPB8P9jTcIMQDVEgMQERGZgwfFpfgxMgnfRyTg3oMSAEArJzv8p78Phvs3h4VE0HOFNcMAVEsMQEREZE7yi0rxY+RN/HDkBu4/EoTe6t8aof7NjCYIMQDVEgMQERGZo/yiUmw6cRNrjj4ShJraYUb/1ni6o+EHIQagWmIAIiIic6YqCHk3LXsiZMhBiAGolhiAiIiIgLzCEvwYmYQfjtxAzkPDD0IMQLXEAERERPSvvMKSf54IJSqDUKumdnirn2H1EWIAqiUGICIiosrKg9DaY4kVOkv/p78PQjvqf/g8A1AtMQARERGpV9409mgfIUOYR4gBqJYYgIiIiKpX3ll67dEbynmEWjaxxfR++plZmgGolhiAiIiINJdfVIqfIpPww5F/J1T0dLTF9L4+9brWGANQLTEAERER1VxBUSl+OpmENUduKJfYcG/cAG/2KVt93tqyboMQA1AtMQARERFp70FxKbacSsbqiBvKRVebyaSY2tcHzz/pDhtLizr5uQxAtcQAREREVHvlq8+vjkhAel5ZEHJ1kOKN3q3wQldPSK10G4QYgGqJAYiIiEh3Ckvk+OXsLawKT0BKTiEAwNneBrvf6gFne6nOfk5Nvr8tdfZTiYiIiFSQWllgQnBLjOnigV/P3saq8AS4N26g0/BTUwxAREREVC9sLC0wvlsLPP+kB7L/6SStL/qdspGIiIjMjrWlBK4y/T39ARiAiIiIyAwxABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMjqW+CzBEoigCAHJzc/VcCREREWmq/Hu7/Hu8KgxAKuTl5QEAPDw89FwJERER1VReXh5kMlmV+wiiJjHJzCgUCty9exf29vYQBEGn587NzYWHhwdu3boFBwcHnZ7bEJjy9ZnytQG8PmNmytcG8PqMWX1fmyiKyMvLQ7NmzSCRVN3Lh0+AVJBIJHB3d6/Tn+Hg4GByf9EfZcrXZ8rXBvD6jJkpXxvA6zNm9Xlt1T35KcdO0ERERGR2GICIiIjI7DAA1TMbGxssWLAANjY2+i6lTpjy9ZnytQG8PmNmytcG8PqMmSFfGztBExERkdnhEyAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAqgMrV65Ey5YtIZVKERQUhNOnT1e5/6+//oq2bdtCKpWiQ4cO2Lt3bz1VWjOLFi1Cly5dYG9vD2dnZ4wcORKxsbFVHrNx40YIglDhJZVK66lizX388ceV6mzbtm2VxxjLfQOAli1bVro+QRAwbdo0lfsb+n07cuQIQkND0axZMwiCgJ07d1b4XBRFfPTRR3Bzc0ODBg0wYMAAXL9+vdrz1vR3ty5UdW0lJSWYO3cuOnToADs7OzRr1gwTJkzA3bt3qzynNn+/60p19+7ll1+uVGtISEi15zWEewdUf32qfg8FQcCyZcvUntNQ7p8m3wGFhYWYNm0amjRpgoYNG+KZZ55BWlpalefV9ve1thiAdGz79u2YPXs2FixYgKioKPj7+2Pw4MFIT09Xuf+JEycwduxYTJo0CefPn8fIkSMxcuRIXL58uZ4rr15ERASmTZuGkydPYv/+/SgpKcGgQYNQUFBQ5XEODg5ISUlRvpKSkuqp4pp54oknKtR57Ngxtfsa030DgDNnzlS4tv379wMAnnvuObXHGPJ9KygogL+/P1auXKny86VLl+L//u//sHr1apw6dQp2dnYYPHgwCgsL1Z6zpr+7daWqa3vw4AGioqIwf/58REVF4ffff0dsbCyGDx9e7Xlr8ve7LlV37wAgJCSkQq1bt26t8pyGcu+A6q/v0etKSUnB+vXrIQgCnnnmmSrPawj3T5PvgFmzZmHXrl349ddfERERgbt372L06NFVnleb31edEEmnunbtKk6bNk35Xi6Xi82aNRMXLVqkcv/nn39eHDZsWIVtQUFB4uuvv16ndepCenq6CECMiIhQu8+GDRtEmUxWf0VpacGCBaK/v7/G+xvzfRNFUZwxY4bo7e0tKhQKlZ8by30TRVEEIO7YsUP5XqFQiK6uruKyZcuU2+7fvy/a2NiIW7duVXuemv7u1ofHr02V06dPiwDEpKQktfvU9O93fVF1fRMnThRHjBhRo/MY4r0TRc3u34gRI8R+/fpVuY+h3r/HvwPu378vWllZib/++qtyn6tXr4oAxMjISJXn0Pb3VRf4BEiHiouLce7cOQwYMEC5TSKRYMCAAYiMjFR5TGRkZIX9AWDw4MFq9zckOTk5AABHR8cq98vPz0eLFi3g4eGBESNG4MqVK/VRXo1dv34dzZo1Q6tWrTBu3DgkJyer3deY71txcTE2b96MV199tcrFfo3lvj0uMTERqampFe6PTCZDUFCQ2vujze+uocjJyYEgCGjUqFGV+9Xk77e+hYeHw9nZGW3atMHUqVORlZWldl9jvndpaWnYs2cPJk2aVO2+hnj/Hv8OOHfuHEpKSirci7Zt28LT01PtvdDm91VXGIB0KDMzE3K5HC4uLhW2u7i4IDU1VeUxqampNdrfUCgUCsycORPdu3dH+/bt1e7Xpk0brF+/Hn/88Qc2b94MhUKBp556Crdv367HaqsXFBSEjRs3IiwsDKtWrUJiYiJ69uyJvLw8lfsb630DgJ07d+L+/ft4+eWX1e5jLPdNlfJ7UJP7o83vriEoLCzE3LlzMXbs2CoXmqzp3299CgkJwY8//oiDBw9iyZIliIiIwJAhQyCXy1Xub6z3DgA2bdoEe3v7apuIDPH+qfoOSE1NhbW1daUwXt13YPk+mh6jK1wNnrQybdo0XL58udp26ODgYAQHByvfP/XUU2jXrh2+//57fPrpp3VdpsaGDBmi/P8dO3ZEUFAQWrRogV9++UWjf50Zk3Xr1mHIkCFo1qyZ2n2M5b6Zs5KSEjz//PMQRRGrVq2qcl9j+vv9wgsvKP9/hw4d0LFjR3h7eyM8PBz9+/fXY2W6t379eowbN67aAQaGeP80/Q4wZHwCpENOTk6wsLCo1OM9LS0Nrq6uKo9xdXWt0f6GYPr06di9ezcOHz4Md3f3Gh1rZWWFzp07Iz4+vo6q041GjRrB19dXbZ3GeN8AICkpCQcOHMDkyZNrdJyx3DcAyntQk/ujze+uPpWHn6SkJOzfv7/Kpz+qVPf325C0atUKTk5Oams1tntX7ujRo4iNja3x7yKg//un7jvA1dUVxcXFuH//foX9q/sOLN9H02N0hQFIh6ytrREYGIiDBw8qtykUChw8eLDCv6YfFRwcXGF/ANi/f7/a/fVJFEVMnz4dO3bswKFDh+Dl5VXjc8jlcly6dAlubm51UKHu5OfnIyEhQW2dxnTfHrVhwwY4Oztj2LBhNTrOWO4bAHh5ecHV1bXC/cnNzcWpU6fU3h9tfnf1pTz8XL9+HQcOHECTJk1qfI7q/n4bktu3byMrK0ttrcZ07x61bt06BAYGwt/fv8bH6uv+VfcdEBgYCCsrqwr3IjY2FsnJyWrvhTa/rzpTp12szdC2bdtEGxsbcePGjWJMTIw4ZcoUsVGjRmJqaqooiqL40ksvifPmzVPuf/z4cdHS0lL84osvxKtXr4oLFiwQraysxEuXLunrEtSaOnWqKJPJxPDwcDElJUX5evDggXKfx69v4cKF4t9//y0mJCSI586dE1944QVRKpWKV65c0cclqPX222+L4eHhYmJionj8+HFxwIABopOTk5ieni6KonHft3JyuVz09PQU586dW+kzY7tveXl54vnz58Xz58+LAMQVK1aI58+fV46EWrx4sdioUSPxjz/+EC9evCiOGDFC9PLyEh8+fKg8R79+/cRvvvlG+b66311DuLbi4mJx+PDhoru7uxgdHV3h97CoqEjttVX399tQri8vL0985513xMjISDExMVE8cOCAGBAQILZu3VosLCxUe32Gcu+qu75yOTk5oq2trbhq1SqV5zDU+6fJd8Abb7whenp6iocOHRLPnj0rBgcHi8HBwRXO06ZNG/H3339Xvtfk97UuMADVgW+++Ub09PQUra2txa5du4onT55Ufta7d29x4sSJFfb/5ZdfRF9fX9Ha2lp84oknxD179tRzxZoBoPK1YcMG5T6PX9/MmTOVfxYuLi7i0KFDxaioqPovvhpjxowR3dzcRGtra7F58+bimDFjxPj4eOXnxnzfyv39998iADE2NrbSZ8Z23w4fPqzy72L5NSgUCnH+/Pmii4uLaGNjI/bv37/Sdbdo0UJcsGBBhW1V/e7Wl6quLTExUe3v4eHDh5XnePzaqvv7XZ+qur4HDx6IgwYNEps2bSpaWVmJLVq0EF977bVKQcZQ750oVv93UxRF8fvvvxcbNGgg3r9/X+U5DPX+afId8PDhQ/HNN98UGzduLNra2oqjRo0SU1JSKp3n0WM0+X2tC8I/xRARERGZDfYBIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiK9aNmyJb766it9l1Fv+vTpg5kzZ+q7DCL6BwMQEZm9rVu3wsLCAtOmTdN3KURUTxiAiMjsrVu3Du+++y62bt2KwsJCfZdDRPWAAYiI6kSfPn0wffp0TJ8+HTKZDE5OTpg/fz4eXX7wwYMHePXVV2Fvbw9PT0/88MMPFc4xd+5c+Pr6wtbWFq1atcL8+fNRUlKi/PzChQvo27cv7O3t4eDggMDAQJw9e1b5+bFjx9CzZ080aNAAHh4eeOutt1BQUFDhZyQmJuLEiROYN28efH198fvvv1f4fOPGjWjUqBH+/vtvtGvXDg0bNkRISAhSUlKU+5SWluKtt95Co0aN0KRJE8ydOxcTJ07EyJEj1f75FBUV4Z133kHz5s1hZ2eHoKAghIeH1+SPmIhqgQGIiOrMpk2bYGlpidOnT+Prr7/GihUrsHbtWuXny5cvx5NPPonz58/jzTffxNSpUxEbG6v83N7eHhs3bkRMTAy+/vprrFmzBl9++aXy83HjxsHd3R1nzpzBuXPnMG/ePFhZWQEAEhISEBISgmeeeQYXL17E9u3bcezYMUyfPr1CjRs2bMCwYcMgk8kwfvx4rFu3rtJ1PHjwAF988QV++uknHDlyBMnJyXjnnXeUny9ZsgQ///wzNmzYgOPHjyM3Nxc7d+6s8s9m+vTpiIyMxLZt23Dx4kU899xzCAkJwfXr12v0Z0xEWqrz9eaJyCz17t1bbNeunahQKJTb5s6dK7Zr104URVFs0aKFOH78eOVnCoVCdHZ2FletWqX2nMuWLRMDAwOV7+3t7cWNGzeq3HfSpEnilClTKmw7evSoKJFIxIcPH4qiKIpyuVz08PAQd+7cKYqiKGZkZIjW1tbijRs3lMds2LBBBCDGx8crt61cuVJ0cXFRvndxcRGXLVumfF9aWip6enqKI0aMqPDnMWPGDFEURTEpKUm0sLAQ79y5U6G+/v37i++9957a6yci3eETICKqM926dYMgCMr3wcHBuH79OuRyOQCgY8eOys8EQYCrqyvS09OV27Zv347u3bvD1dUVDRs2xIcffojk5GTl57Nnz8bkyZMxYMAALF68GAkJCcrPLly4gI0bN6Jhw4bK1+DBg6FQKJCYmAgA2L9/PwoKCjB06FAAgJOTEwYOHIj169dXuA5bW1t4e3sr37u5uSnrzMnJQVpaGrp27ar83MLCAoGBgWr/XC5dugS5XA5fX98K9UVERFS4BiKqO5b6LoCIzFd5c1U5QRCgUCgAAJGRkRg3bhwWLlyIwYMHQyaTYdu2bVi+fLly/48//hgvvvgi9uzZg7/++gsLFizAtm3bMGrUKOTn5+P111/HW2+9Vennenp6Aijr/JydnY0GDRooP1MoFLh48SIWLlwIiUSitk7xkb5MNZWfnw8LCwucO3cOFhYWFT5r2LCh1uclIs0xABFRnTl16lSF9ydPnkTr1q0rfemrcuLECbRo0QIffPCBcltSUlKl/Xx9feHr64tZs2Zh7Nix2LBhA0aNGoWAgADExMTAx8dH5fmzsrLwxx9/YNu2bXjiiSeU2+VyOXr06IF9+/YhJCSk2jplMhlcXFxw5swZ9OrVS3mOqKgodOrUSeUxnTt3hlwuR3p6Onr27FntzyAi3WMAIqI6k5ycjNmzZ+P1119HVFQUvvnmmwpPcKrSunVrJCcnY9u2bejSpQv27NmDHTt2KD9/+PAh5syZg2effRZeXl64ffs2zpw5g2eeeQZA2Qiybt26Yfr06Zg8eTLs7OwQExOD/fv349tvv8VPP/2EJk2a4Pnnn6/QTAcAQ4cOxbp16zQKQADwn//8B4sWLYKPjw/atm2Lb775Bvfu3at03nK+vr4YN24cJkyYgOXLl6Nz587IyMjAwYMH0bFjRwwbNkyjn0tE2mMAIqI6M2HCBDx8+BBdu3aFhYUFZsyYgSlTpmh07PDhwzFr1ixMnz4dRUVFGDZsGObPn4+PP/4YQFk/m6ysLEyYMAFpaWlwcnLC6NGjsXDhQgBl/YsiIiLwwQcfoGfPnhBFEd7e3hgzZgwAYP369Rg1apTKkPLMM8/gpZdeQmZmpka1zp07F6mpqZgwYQIsLCwwZcoUDB48uMonXRs2bMBnn32Gt99+G3fu3IGTkxO6deuGp59+WqOfSUS1I4i1acgmIlKjT58+6NSpk1ktd1FOoVCgXbt2eP755/Hpp5/quxwiUoFPgIiIaikpKQn79u1D7969UVRUhG+//RaJiYl48cUX9V0aEanBYfBERLUkkUiwceNGdOnSBd27d8elS5dw4MABtGvXTt+lEZEabAIjIiIis8MnQERERGR2GICIiIjI7DAAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjv/DxEwyRu8uzzxAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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cQXxGAdwcbRE22A8bjt5Uqa7Qw6r6fri2GBERqUKd72+OASKtc21six+fD5GPCVqxO07t8ANwXBAREekOAxDphGtjW/wwqyes6jmGRwSQlleCs0kstEhERNrDAEQ6k5hVhAot9dyoWpmaiIhIFQYNQMeOHUNoaCiaN28OQRCwc+fOGvtcu3YNY8eOhUQigYODA3r06IGUlJRaz5ubm4uwsDB4enrC1tYW/v7+2Ldvn46ugpTRZmhRtTI1ERGRKgxaCbqoqAhBQUF47rnnMHHixBrvJyYmol+/fpg1axZWrlwJJycnXL16FXZ2yr8My8rKMHz4cLi5ueG3335DixYtkJycDGdnZx1eCSmiamhxcbDG/aLyWitO9/R10WrbiIjIvBk0AI0aNQqjRo1S+v4bb7yB0aNH48MPP5Rv8/Pzq/WcmzZtQk5ODk6dOgVra2sAgI+Pj1baS+qpazkNoHKq+/IxHRD200UIQLX9Hq44zXpARESkTUY7Bkgmk2Hv3r3w9/fHiBEj4ObmhpCQEIWPyR62e/du9O7dG2FhYXB3d0dgYCDee+89SKVSpceUlpYiPz+/2g/VX23LaVSZEtIKozs3V6niNBERkbYY7WKomZmZKCwsxPvvv4933nkHH3zwAfbv34+JEyfiyJEjGDhwoMLjbt68icOHD2PKlCnYt28fEhIS8NJLL6G8vBwrVqxQeMyqVauwcuVKXV6O2apaTuPRxU9tLAWUSUWsPZKAzi2dMTLQE8MDPFSqOE1ERFRfRlMIURAE7NixA+PHjwcA3L17Fy1atMDkyZPx008/yfcbO3YsHBwcsHXrVoXn8ff3R0lJCZKSkmBpaQkAWLNmDVavXo20NMULbZaWlqK0tFT+Oj8/H15eXiyEqEWPLqfRqYUEYT9F4+j1LNhYWuDzyV0xMtDD0M0kIiIT1iAKIbq6usLKygoBAQHVtnfo0KHWWWCenp7w9/eXh5+qY9LT01FWVqbwGFtbWzg5OVX7Ie2ytBDQ268pxnVpgd5+TdHYzgrfTO+O0Z08UCaVIeynaPx+4Y6hm0lERGbCaAOQjY0NevTogfj4+Grbr1+/Dm9vb6XH9e3bFwkJCZDJZNWO8fT0hI2Njc7aS+qzsbLA5093xRPBLSGViXj110v4PuqWoZtFRERmwKABqLCwEDExMYiJiQEAJCUlISYmRt7Ds2TJEvz888/45ptvkJCQgLVr12LPnj146aWX5OeYPn06XnvtNfnruXPnIicnBwsWLMD169exd+9evPfeewgLC9PrtZFqrCwt8MGkzpjZxwcA8Oauq1h3JAFSmYioxGzsiklFVGI2l8IgIiKtMugYoMjISAwePLjG9hkzZiA8PBxA5bT2VatW4c6dO2jXrh1WrlyJcePGyfcdNGgQfHx85PsDQFRUFBYuXIiYmBi0aNECs2bNwtKlS6s9FqsNF0PVP1EU8UnEdXx+OAEA4GBriaLSf2fucWV4IiKqC1eDrycGIMNZ9EsMtken1tjOleGJiKguDWIQNJmfqsdeinBleCIi0iYGIDIIRWN8ziblVKsV9CiuDE9ERNpitIUQqeHaH5tWozCip8QOo1WsA8SV4YmIqL4YgEiv9semYe6W6Bprg6XnlWDjyVsqnYMrwxMRUX3xERjpjVQmYuWeOIULo1ZtsxCUrxsGVL5X8VCNJyIiIk0wAJHe1DXGBwBkYmUYUhaCRADPhZ/D7kt3td08IiIyIwxApDeqjt15rq9PjZXhPSV2+GJyF4zp5IlyqYj5Wy/i2+M3ddFMIiIyAxwDRHqj6tid4QEeeGNMgMKV4cd0ao5mjrYIP3UL7+y9hru5JXhjTAeuGk9ERGphACK96enrAk+JHdLzShSOAxIAeEj+DTu9/ZrW2MfCQsCK0AB4Suyw6s+/selkElJyivHZ013gYMu/zkREpBo+AiO9sfwnvAA1x/hUvV4RGlBnb44gCHhhoB++mNwVNlYWOHgtA09siEJa3gPtN5qIiBokBiDSq5GBnlg/tVuNMT4eEju1l7kIDWqOrc/3QlMHG8Sl5WP8upOITc3TdpOJiKgB4lpgCnAtMN2rqvz86BgfTdzOKcZz4edwI7MQjawt8dnTXfBYR9WKKhIRUcPBxVDriQHI9OSXlCPsx2gcv3EPggC8PqoDZvf3hSBwcDQRkbngYqhkdpzsrLF5Zg9MCWkFUQTe3XcNr++IRbmURROJiKgmBiBqMKwsLfDO+EAsfzwAggBsPZuCZzefQ96DckM3jYiIjAwDEDUogiBgVj9ffDOtO+xtLHEi4R4mfnkSSfeKFK5AT0RE5oljgBTgGKCG4erdPMwKP4/0/BLY21jCzsoCOcX/9gZ5SuywIjRArZlnRERkvDgGiAhAx+YS7H65L1o3c0BxmbRa+AEqV6CfuyUa+2PTDNRCIiIyFAYgatCaOtiiuLRC4XtVXZ8r98TxcRgRkZnRaO2A3bt3K9wuCALs7OzQpk0b+Pr61qthRNpwNikH6fmlSt8XAaTlleBsUo7CpTeIiKhh0igAjR8/HoIg4NHhQ1XbBEFAv379sHPnTjRp0kQrDSXShKor0Ku6HxERNQwaPQKLiIhAjx49EBERgby8POTl5SEiIgIhISH4448/cOzYMWRnZ2Px4sXabi+RWlRdgV7V/YiIqGHQqAdowYIF+Prrr9GnTx/5tqFDh8LOzg5z5szB1atX8emnn+K5557TWkOJNFHXCvRV/rh8F8HeTWBjpfjfBNpcuoOIiAxPowCUmJiocHqZk5MTbt68CQBo27Yt7t27V7/WEdVT1Qr0c7dEQwAUhiABwI9nUnAtLR/rpnSDp6RRtff3x6Zh5Z44pOX9+5iMU+iJiEybRo/AgoODsWTJEmRlZcm3ZWVl4b///S969OgBALhx4wa8vLy000qielC2Ar2nxA4bpnbDtzO6w8nOCtEpuXj88xM4lfhvcN8fm4a5W6KrhR+AU+iJiEydRoUQ4+PjMW7cOCQlJclDzu3bt9G6dWvs2rUL/v7+2LlzJwoKCjBt2jStN1rXWAixYartMVZKdjFe2HIB19LyYSEAS0a0x/P9fdH/wyM1wk8VAYCHxA4nlg7h4zAiIiOgl9XgZTIZDhw4gOvXrwMA2rVrh+HDh8PCwvRLCzEAmaeScin+tzMWv124AwDo7t0E55Pv13nc1ud7cQo9EZER0EsAasgYgMyXKIrYdu42Vuy6ijIVV5L/7OkuGNelhY5bRkREdVHn+1ujQdAAUFRUhKNHjyIlJQVlZWXV3ps/f76mpyUyKEEQMLlnK3Rs7oTnws/hXmFZncdwCj0RkenRqAfo4sWLGD16NIqLi1FUVAQXFxfcu3cP9vb2cHNzk88EM1XsASIAuFdYir7vH0ZpheKeII4BIiIyLjpfDHXhwoUIDQ3F/fv30ahRI5w+fRrJyckIDg7GRx99pFGjiYyNa2NbfPJkUK37rAgNUBp+pDIRUYnZ2BWTiqjEbK43RkRkRDR6BBYTE4OvvvoKFhYWsLS0RGlpKVq3bo0PP/wQM2bMwMSJE7XdTiKDGN25OV64k4uvjyVVqyEkAJgzwFdpHSDWDiIiMm4a9QBZW1vLZ3u5ubkhJSUFACCRSHD79m3ttY7IwPbHptUIP0BlQcWvjiVhz6VUhcewdhARkXHTKAB17doV586dAwAMHDgQb775Jn788Ue88sorCAwM1GoDiQxFKhOxck9crUtoLPz5EhIyC1Q6pmrbyj1xfBxGRGRgGgWg9957D56eld347777Lpo0aYK5c+ciKysLX3/9tVYbSGQoZ5NylBZBrFIhE/H4FyewKyZVpWNEAGl5JTiblKPNphIRkZo0GgPUvXt3+X+7ublh//79WmsQkbHILKg9/FQpKZdhwbYYnErIRnefJlo9NxER6Ybpl20m0hFV6/tM7NYCggD8fP42Pjt0Q6vnJiIi3dAoAGVnZyMsLAwBAQFwdXWFi4tLtR+ihqCnrws8JXZQVuFHQOXMrtX/CcKPs0Lg2tgWd+4/qPWcVcf09OXvCRGRIWn0CGzatGlISEjArFmz4O7uDkFgEThqeCwtBKwIDcDcLdEQgBrT4IF/6wD1aeOKPxf0x6u/XsKx61kKz/foMUREZDgaVYJ2dHTEiRMnEBRUe5E4U8VK0PQwdWr6yGQiNp+6hVX7rqHikZlerANERKRbOl8LrH379njwoPaufqKGYmSgJ4YHeOBsUg4yC0rg5lj5CEtRL46FhYBZ/XzRq7ULFmyNQUJWIQBgTCdPrH6iM+xtNF5+j4iItEijHqBz585h2bJlePPNNxEYGAhra+tq75t6rwl7gEgbHpRJ8e6+OGw5XVkotGNzJ3z2dFe0cWts4JYRETVMOl8LzNnZGfn5+RgyZAjc3NzQpEkTNGnSBM7OzmjSRLVpwEQNXSMbS7wzvhO+nhaMJvbWuHo3H49/cRw/nUmBBv/uICIiLdKoP37KlCmwtrbGTz/9xEHQRHV4rKMHgryc8eovl3Ai4R5e33EFkfGZWDWxE5o2tjV084iIzJJGj8Ds7e1x8eJFtGvXThdtMjg+AiNdkMlEfHviJlb/FY9yqQjXxjb4YFJnDO3gbuimERE1CDp/BNa9e3cuekqkJgsLAXMG+GFnWF/4uzfGvcIyzPruPJb9fhmFpRV1Hi+ViYhKzMaumFREJWZzPTEionrQqAfo119/xVtvvYUlS5agU6dONQZBd+7cWWsNNAT2AJGulZRL8fGBeHx7IgmiCHi5NMKaJ7ugh4/iAonqTMUnIjJX6nx/axSALCxqdhwJggBRFCEIAqRSqbqnNCoMQKQvp29m49VfLiE19wEEAXhhgB8WDm8LWytL+T77Y9Mwd0t0jRXmq0berZ/ajSGIiAh6CEDJycm1vu/t7a3uKY0KAxDpU0FJOVbuicNvF+4AANp7OOLTp7ugvYcTpDIR/T44rHSFeQGAh8QOJ5YOYXVpIjJ7Oi+EqGrAGTNmDL799lt4evJfp0TKONpZ46MngjCsgzte33EFf6cXYOwXJ/HqY/4IbC5RGn6AyuU50vJKcDYpB739muqv0UREJk6nZWmPHTvGitFEKhoZ6IFu3s547fcrOPR3Jlb9+Td8mtqrdGxmgfKQRERENWk0C4yIdMPN0Q7fzuiODyZ1QmNbK9zKLlb5OCIiUh0DEJGREQQBT/Vohf2v9EcfFR5rNXWwQbA3K7ATEamDAYjISLVsYo8fZ4fgmZ5ete6XXVSGAR8ewWcHb7BGEBGRirg0NZEREwQB703sjIDmTvi/PddQJpUp3C89vwSfHLwuf80aQUREtWMPEJEJmNrLB5dXPAZ7G9V+ZdPzSjB3SzT2x6bpuGVERKZJpwHo9ddfh4uL4sq2QOUssdDQUDRv3hyCIGDnzp019rl27RrGjh0LiUQCBwcH9OjRAykpKbV+7qeffop27dqhUaNG8PLywsKFC1FSwlkyZNou3s5FcZniHqBHVT0AW7knjo/DiIgUUPkR2O7du1U+6dixYwEAr732Wq37FRUVISgoCM899xwmTpxY4/3ExET069cPs2bNwsqVK+Hk5ISrV6/Czk75jJeffvoJy5Ytw6ZNm9CnTx9cv34dM2fOhCAIWLNmjcrXQGRs1J3qzhpBRETKqRyAxo8fX+111dIXD7+uoupSGKNGjcKoUaOUvv/GG29g9OjR+PDDD+Xb/Pz8aj3nqVOn0LdvXzzzzDMAAB8fH0yePBlnzpxRekxpaSlKS0vlr/Pz81VqP5E+aTrVnTWCiIhqUvkRmEwmk/8cOHAAXbp0wZ9//onc3Fzk5uZi37596NatG/bv36+VhslkMuzduxf+/v4YMWIE3NzcEBISovAx2cP69OmDCxcu4OzZswCAmzdvYt++fRg9erTSY1atWgWJRCL/8fKqfdYNkSH09HWBp8QO6i54wRpBREQ1abQWWGBgIDZs2IB+/fpV2378+HHMmTMH165dU78hgoAdO3bIe5rS09Ph6ekJe3t7vPPOOxg8eDD279+P119/HUeOHMHAgQOVnuvzzz/H4sWLIYoiKioq8OKLL2L9+vVK91fUA+Tl5cW1wMjo7Luchpd+ilZ5f9fGNjjz+jCuE0ZEZkGdtcA0GgSdmJgIZ2fnGtslEglu3bqlySlrkMkqB3uOGzcOCxcuRJcuXbBs2TI8/vjj2LBhg9LjIiMj8d577+HLL79EdHQ0tm/fjr179+Ltt99WeoytrS2cnJyq/RAZm/2xaXh7b5xax+QWl2N9ZALKlUyfJyIyVxoFoB49emDRokXIyMiQb8vIyMCSJUvQs2dPrTTM1dUVVlZWCAgIqLa9Q4cOtc4CW758OaZNm4bZs2ejU6dOmDBhAt577z2sWrVKHqqITM3+2DTM3RKtdGFUSaPqw/ncHG0R2NwJFTIRHx24jnFrTyI2NU8fTSUiMgkaFULctGkTJkyYgFatWsnHy9y+fRtt27atc4yOqmxsbNCjRw/Ex8dX2379+vVaV6MvLi6GhUX1XGdpaQkA0OBpH5HBSWUiVu6Jg7K/vQIAexsrzBvcBrfvP4C3iz2m9faBtaWAHRdT8X9/xCEuLR/j1p3EnAGtsWBoW9hZW+rzEoiIjI5GAahNmza4fPkyIiIi8PfffwOo7JkZNmxYtdlgdSksLERCQoL8dVJSEmJiYuDi4oJWrVphyZIleOqppzBgwAD5GKA9e/YgMjJSfsz06dPRokULrFq1CgAQGhqKNWvWoGvXrggJCUFCQgKWL1+O0NBQeRAiMiVnk3KU9vwA/053f3ff3/Jt355IworQAEzs1hL92zbDW3uuYu/lNKyPTMRfsel4f1Jn9PRVXqOLiKih02gQ9MNKSkpga2urVvCpEhkZicGDB9fYPmPGDISHhwOo7G1atWoV7ty5g3bt2mHlypUYN26cfN9BgwbBx8dHvn9FRQXeffdd/PDDD0hNTUWzZs0QGhqKd999V+G4JUXUGURFpGu7YlKxYFuMWsdU/Taun9pNvhzGX1fTsXxnLDILKgf8T+vljf+ObAdHO2u1zi2ViTiblIPMghK4Odqhp68LB1kTkVFQ5/tbowAkk8nw7rvvYsOGDcjIyMD169fRunVrLF++HD4+Ppg1a5bGjTcGDEBkTKISszH5m9NqHycA8JDY4cTSIfKAkvegHO//eQ1bz94GADSX2OHdCZ0wuL2bSufcH5uGlXviqvVIcd0xIjIWOp8F9s477yA8PBwffvghbGxs5NsDAwPx7bffanJKIlJC0/o/D1eCriJpZI1VEzvjp9khaOVij7t5JXg2/BwW/hyDnKKyWs+nbCA21x0jIlOkUQD6/vvv8fXXX2PKlCnVxtUEBQXJxwQRkXZYWghYEVo5G1KTB02KKkH3aeOKv14ZgOf7+8JCAHZcTMWwNUexKyZV4WSB2gZic90xIjJFGgWg1NRUtGnTpsZ2mUyG8vLyejeKiKobGeiJ9VO7wUOiflVnZZWgG9lY4o0xAdj+Ul+0c3dETlEZFmyLwbPh53DnfnG1fVUdiP1wbxMRkTHTaBZYQEAAjh8/XmM6+m+//YauXbtqpWFEVN3IQE8MD/CQD0B2bWyLV3+JQUZ+qcKemaoxQHXN9uri5Yw9L/fD18cS8fmhBETGZ2Hox0cxprMnJnVtiV5+TVVeT4zrjhGRqdAoAL355puYMWMGUlNTIZPJsH37dsTHx+P777/HH3/8oe02EtE/LC2Eaiu7vzW2I+ZuiYYAVAtBVY/KVoQGqDRDy8bKAvOGtEVjWyu8t+8aSitk2B6diu3RqXBtbINpvZTX3noY1x0jIlOh0SOwcePGYc+ePTh48CAcHBzw5ptv4tq1a9izZw+GDx+u7TYSkRLKHo15SOyqTYFXRdUMrzJp9f6ke4Vl+OTgDUgaWSkdgySgcjYYawsRkamodx2ghojT4MnU1Lc2j1Qmot8Hh2sd52MhADIRSnub1A1cRETaps73t0aPwM6dOweZTIaQkJBq28+cOQNLS0t0795dk9MSkYYefTSmrroGOQOV4QeoHDxdXCaVb/dgHSAiMkEaPQILCwvD7du3a2xPTU1FWFhYvRtFRPqlzuDl4jIpnBtZY2YfH/w0OwQnlg5h+CEik6NRAIqLi0O3bt1qbO/atSvi4uLq3Sgi0i9VBy8vfzwArZs5IPdBOcJP3cLGE0lIz+fMLyIyPRoFIFtbW2RkZNTYnpaWBisrjZ6qEZEeSWUiohKzsSsmFVGJ2Qj2blJrtemqQc4z+/hg3/z+mD+0LawtBRz6OxPD1xzFphNJLIJIRCZFo0HQkydPRlpaGnbt2gWJRAIAyM3Nxfjx4+Hm5oZffvlF6w3VJw6CpoZM2XpeY4M88fWxJACqDXK+kVGA17Zfwfnk+wCAzi0lWDWxEzo2l+j6EoiIFNL5YqipqakYMGAAsrOz5YUPY2Ji4O7ujoiICHh5eWnWciPBAEQNVdV6Xo/+0leFnDkDfLH7UprKi53KZCK2nkvB+3/+jYKSClhaCJjdzxcLhrWFvQ17g4lIv3QegACgqKgIP/74Iy5duoRGjRqhc+fOmDx5MqytrTVqtDFhAKKGqK6p7lWVo48uGYwLyffVmlKfmV+Ct/Zcxb4r6QCAlk0a4e3xgRjcTrVV5omItEEvAaghYwCihigqMRuTvzld535bn++l8ZT6g3EZeHNXLO7+E7Ie7+yJNx8PgJsTK0QTke7pvA7Q999/X+v706dP1+S0RKRD+ljPa1iAO3r7NcUnEdex6WQS/richqPXs7B0ZHs807MVLNQozkhEpEsa9QA1adKk2uvy8nIUFxfDxsYG9vb2yMkx7RWh2QNEDZE+eoAeFpuah9d3XMHlO3kAgG6tnLFqYme083Cs9bj6VrUmIvOl8x6g+/fv19h248YNzJ07F0uWLNHklESkYz19XeApsUN6Xkm9Vo9XVWALCXa81Bc/RN3C6r/iEZ2SizGfH8fzA1pj/pC2aGRjWeMYZTPUWGmaiLRNq2OAzp8/j6lTp+Lvv//W1ikNgj1A1FBVzQID9LueV1reA7y1+yr+ulpZP6yViz3+b1xHDHpokHRdM9S41hgR1UWd72+NCiEqY2Vlhbt372rzlESkRdpcPV4dnpJG+Gpad3w9LRieEjuk5BRj5uZzCPspGpn5JZDKRKzcE6ewZ6pq28o9cSy2SERao1EP0O7du6u9FkURaWlpWLt2Lby8vPDnn39qrYGGwB4gaugMOc6msLQCn0Rcx+aTSZCJgKOtFf4T3BKbT92q81htjU8iooZJ59PgLSyqdxwJgoBmzZphyJAh+Pjjj+Hpadrd1AxARLoXm5qHN3bG4tLtXJWP+ezpLhjXpYXuGkVEJk3ng6BlMplGDSMiqhLYQoLtc/vgpzPJePuPayiT1v3/K6ou2kpEVBfWqicig7G0ENDM0bbO8KPtGWpERCoHoEWLFql80jVr1mjUGCIyL1WDn+siAlgRGlBjnBJrBhGRplQOQBcvXqz2Ojo6GhUVFWjXrh0A4Pr167C0tERwcLB2W0hEDdbZpByla5M9rG+bphjS3r3aNtYMIqL6UDkAHTlyRP7fa9asgaOjI7777jt5Vej79+/j2WefRf/+/bXfSiJqkFRdduNkQjbGfH4cb48PRK/WTZXWDErPK8HcLdGsGUREddJoFliLFi1w4MABdOzYsdr22NhYPPbYYyZfC4izwIj0Q9XlOZzsrJBfUgEAmNitBU7cuIfMglKF+1aNFzqxdEitj8P4+Iyo4dH5LLD8/HxkZWXV2J6VlYWCggJNTklEZkjV5Tn2zu+Pjw7EY+vZFGyPTq31nCKAtLwSnE3KUVoziI/PiEijStATJkzAs88+i+3bt+POnTu4c+cOfv/9d8yaNQsTJ07UdhuJqIGytBCwIjQAwL9LXlSper0iNAAuDjZ4b0InbJ/bBy2cG6l0bmWP16oenz069qjq8dn+2DR1LoGITJRGAWjDhg0YNWoUnnnmGXh7e8Pb2xvPPPMMRo4ciS+//FLbbSSiBkyd5Tm6tmqCDyZ1Vum8imoGcckNIqpSr8VQi4qKkJiYCADw8/ODg4OD1hpmSBwDRKR/qo7JkcpE9PvgcK2zxzyVjAFSdcwRl9wgMk16Www1LS0NaWlpaNu2LRwcHKDFheWJyMxYWgjo7dcU47q0QG+/pkoHJFc9NhNQ87FZlRcGtFZ4vKqzzlTdj4hMl0YBKDs7G0OHDoW/vz9Gjx6NtLTKZ+azZs3Cq6++qtUGEhE9Stljsyrv7ruGj/6Kx4MyabXtqi6lwSU3iBo+jQLQwoULYW1tjZSUFNjb28u3P/XUU9i/f7/WGkdEpMzIQE+cWDoEW5/vhc+e7oKtz/fC4VcHYlC7ZiiXilh7JAHDPzmKQ9cy5MdUzTpT1nMkoPLxGZfcIGr4NApABw4cwAcffICWLVtW2962bVskJydrpWFERHV5+LFZT18XZOSXYnyX5lg0zB+eEjvcuf8As747j+e/P4/bOcUqzzpjPSCihk+jOkBFRUXVen6q5OTkwNbWtt6NIiJSh6K6Pu5OtngswB2H/85ERFwGjt/IwrzBbfD8gNZYP7Vbjf09JHZYPqYDJI1ssCsmlcURiRo4jWaBjR49GsHBwXj77bfh6OiIy5cvw9vbG08//TRkMhl+++03XbRVbzgLjMh0KFsWoyq2LH+8Aw7EZeD0zRwAgK+rA1aO7Yi+bVyrzTq7X1SGt/eyOCKRKVPn+1ujAHT16lUMGTIE3bp1w+HDhzF27FhcvXoVOTk5OHnyJPz8/DRuvDFgACIyDXVNia+qJH38v4Ox90oa3tl7DVn/LKExupMHlj8eAE9JozpDlKK1xbiUBpHx0elSGOXl5Zg/fz727NmDiIgIODo6orCwEBMnTkRYWBg8PfkvJSLSj7pWk69aFuPcrfsY16UFhrR3wycRN/Bd1C3su5KOyPgszBvSBt+fuqW0OKKAyuKIwwM85AGHS2kQmT61A5C1tTUuX76MJk2a4I033tBFm4iIVKJuXR9HO2u8GRqAJ7q3xJu7YnHu1n18uD++1mMfXVuMK9ETNQwazQKbOnUqNm7cqO22EBGpRdO6Ph08nfDLC73x0RNBaGyr2r8DMwtKuJQGUQOi0SywiooKbNq0CQcPHkRwcHCNJTDWrFmjlcYREdVG1dXkFdX1EQQB/wluCedG1pj9/fk6P8vN0U7lR261rURPRMZBowAUGxuLbt26AQCuX79e7T1B4CBAItKPqro+c7dEQwCqhSBV6/oMbu8GT4ldnQOpe/q64I/Ld1VqF5fSIDJ+GgWgI0eOaLsdREQaqVoWQ1FdH1UGJT8copQ92po/pA0sLQQupUHUgGgUgIiIjMnIQE8MD/DQeFq6shBV5e2915D7oAIz+/ho/MiNiIyLRnWAGjrWASIyT4/W9mlsa4WVe67ifPJ9AEDrZg54vLMnvjiUAEDxIzfOAiMyHJ0XQmzoGICIqIooitgenYpVf17DvcIyAEBXL2fcyX0gL6oIsA4QkTFgAKonBiAielR+STk+/aeIolQmws7aAqGdmyOktQtaONuzEjSREVDn+1ujOkBERObG6Z8iivvm90eIrwtKymX49cIdfH4oAUWlFWD2ITIt7AFSgD1ARFQbURTxx+U0vLv3GtLzKwdND27XDG+GdoSvq0MdRxORrvARWD0xABGRKopKK7D2SAK+PX4T5VIRNpYWeH6AL8IGt4G9DSfZEukbA1A9MQARmTd1V3q/mVWIt/bE4dj1LACVA6JfH90Bj3f2ZHFYIj1iAKonBiAi86XpSu+iKCIiLgNv743D7ZwHAIBerV3w1tiOaO/B/x8h0gcGoHpiACIyT8pWelenxk9JuRRfHb2JLyMTUFohg4UATOvljUXD20Fib62TdhNRJZOaBXbs2DGEhoaiefPmEAQBO3furPa+IAgKf1avXl3redetWwcfHx/Y2dkhJCQEZ8+e1eFVEJGp09ZK73bWllgwrC0OvToQowI9IBOB76KSMfjjSGw9m8KV4omMhMEDUFFREYKCgrBu3TqF76elpVX72bRpEwRBwKRJk5Se8+eff8aiRYuwYsUKREdHIygoCCNGjEBmZqauLoOITJw6K72romUTe6yfGowfZ4egrVtj5BSV4bXtVzB+3UlEp9zXUquJSFNG9QhMEATs2LED48ePV7rP+PHjUVBQgEOHDindJyQkBD169MDatWsBADKZDF5eXnj55ZexbNmyOtvBR2BE5mdXTCoWbIupc7/Pnu6CcV1aqHXucqkM30cl49OI6ygorQAATOrWEktHtoObExdOJdIWk3oEpo6MjAzs3bsXs2bNUrpPWVkZLly4gGHDhsm3WVhYYNiwYYiKilJ4TGlpKfLz86v9EJF50eVK79aWFpjVzxeHFw/CE8EtAQC/R9/B4I8i8dXRRJRVyNQ+JxHVj0kFoO+++w6Ojo6YOHGi0n3u3bsHqVQKd3f3atvd3d2Rnp6u8JhVq1ZBIpHIf7y8vLTabiIyfj19XeApsYOySesCKmeD1Wel92aOtlj9RBB2vNQHQV7OKCqTYtWff2Pkp8dw5G8+oifSJ5MKQJs2bcKUKVNgZ6fdLuPXXnsNeXl58p/bt29r9fxEZPwsLQSsCA0AgBohqOr1itAAraz31bVVE+yY2wer/9MZro1tcfNeEZ4NP4fnws8h6V5Rvc9PRHUzmQB0/PhxxMfHY/bs2bXu5+rqCktLS2RkZFTbnpGRAQ8PD4XH2NrawsnJqdoPEZmfkYGeWD+1Gzwk1f+R5SGxU2kKvDosLAQ80d0LRxYPxJwBrWFtKeDw35l47JOjeP/Pv1H4z1ghItINk6nVvnHjRgQHByMoKKjW/WxsbBAcHIxDhw7JB1PLZDIcOnQI8+bN00NLiciUjQz0xPAAD7UqQdeHo501Xh/dAU/18ML/7YnD0etZ2HA0Eduj72DpyPaY0LUFLLjSKpHWGbwHqLCwEDExMYiJiQEAJCUlISYmBikpKfJ98vPz8euvvyrt/Rk6dKh8xhcALFq0CN988w2+++47XLt2DXPnzkVRURGeffZZnV4LETUMlhYCevs1xbguLdDbr6nOws/D/Jo1RvizPbBxRnf4NLVHZkEpXv31EiZtOIWY27k6/3wic2PwHqDz589j8ODB8teLFi0CAMyYMQPh4eEAgG3btkEURUyePFnhORITE3Hv3j3566eeegpZWVl48803kZ6eji5dumD//v01BkYTERkTQRAwtIM7+rV1xaYTt7D28A1cTMnF+HUn8Z/glvjvyHYazUIjopqMqg6QsWAdICIyBhn5Jfhg/9/YHp0KAGhsa4WXh7TBs319YWNl8A58IqPDtcDqiQGIiIzJxZT7eGtPHC798yjM19UB/xvTAUPau3G1eaKHMADVEwMQERkbmUzE9oup+GD/38gqKAUADPRvhuWPB6CNW2MDt47IODAA1RMDEBEZq8LSCnxx+AY2nUhCuVSElYWAGX18MH9oW0gacbV5Mm8MQPXEAERExi7pXhHe3RuHg9cqK0i7ONjg1cf88XSPVnqZtUZkjBiA6okBiIhMxbHrWXj7jzjcyCwEAHTwdMKbjwegt19TA7eMSP8YgOqJAYiItEUqE3VeVLFcKsOPp5OxJuI68ksqK0iPCvTA66M7wMvFXqufRWTMGIDqiQGIiLRhf2waVu6JQ1peiXybp8QOK0IDtLqsRpX7RWX45OB1bDmdDJkI2FhZ4Pn+vnhpUBs42Bq87BuRzjEA1RMDEBHV1/7YNMzdEo1H/w+2qu9H22uLPezv9Hy8/UccTiZkAwDcHG25rAaZBXW+v1lJi4hIy6QyESv3xNUIPwDk21buiYNUppt/f7b3cMKWWSH4elowWrn8u6zGhC9P4kJyjk4+k8jUMAAREWnZ2aScao+9HiUCSMsrwdkk3YURQRDwWEcPRCwagGWj2qOxrRUu3cnDpPVRmL/1IlJzH+jss4lMAQMQEZGWZRYoDz+a7FcftlaWeHGgHw4vHoinuntBEIDdl+5i6MeRWBNxHcVlFTpvA5ExYgAiItIyVRcs1efCpm6OdvjgP52xZ14/9PR1QUm5DJ8fuoEhHx3Fjot3INPR4zgiY8UARESkZT19XeApsYOy4cYCKmeD9fR10WezAACBLST4eU4vfDmlG1o2aYT0/BIs/PkSJq4/heiU+3pvD5GhMAAREWmZpYWAFaEBAFAjBFW9XhEaYLCKzYIgYHQnTxxcNBBLRrSDvY0lYm7nYuKXp7Bg20Xc5fggMgMMQEREOjAy0BPrp3aDh6T6Yy4PiZ1Op8CrSioTcTElFy2bNMJHTwThieCWEARgV8xdDPk4EmsOxKOolOODqOFiHSAFWAeIiLRFH5Wg1aWsQOOzfXxw8O9M+ew0dydbLBnRHhNZP4hMBAsh1hMDEBE1VHUVaPxySlcAAt778xpu51Q+CuvcUoLljwegh4/+xywRqYOFEImIqAZVCjT+3x/XKusHLRworx90+U4entgQhbAfo3E7p1ifTSbSGQYgIiIzoU6BRjvryvpBRxYPwuSerWAhAHuvpGHomqN4/8+/UVBSrr+GE+kAAxARkZnQpEBjM0dbrJrYCXvn90cfv6Yoq5Bhw9FEDFodiR/PJKNCKtNVc/VGKhMRlZiNXTGpiErM1tkSJWRcuDwwEZGZqE+Bxg6eTvhxdggOXcvEe/uu4ea9IryxIxbfn0rG/x7vgP5tm2m7uXqhbED4itAAg8/UI91iDxARkZmob4FGQRAwLMAdfy0cgBWhAZA0skZ8RgGmbTyLZzefRUJmgc7aXl+KenmqBoQ/+lgwPa8Ec7dEY39smoFaS/rAWWAKcBYYETVUVV/6AKoNhq4KRerUKMotLsPnhxLwfdQtVMhEWFoImBLSCq8M84eLg412G14Pinp5PJxsUVIhQ26x4rFMAiprNp1YOsTgZQtIdZwFRkRECmmzQKOzvQ3eDA3AgYUDMKyDO6QyEd9HJWPg6iP4+lgiSiuk2m6+2pT28uSXKg0/QPUB4dQwsQdIAfYAEVFDp4sCjacS7uHtvddwLS0fAODmaIsxnT0xvIM7Qlo31XtPilQmot8Hh2ud+VaXz57ugnFdWmixVaRLLIRYTwxARESaqaw1dBVbTifj4clUTR1s8O6EQL0MLK4KdycT7mHtkYR6nWvr873Q26+pllpGuqbO9zdngRERkdZExKXjh6jkGsUWs4vK8OKWaLw7viOm9PLR2ecrGu+jiaoxQMoGhJPpYwAiIiKtqK3SdJU3dl7FnfsleGmwHxztrLX6+cqW+VBX1YO6FaEBHADdgHEQNBERaUVdlaarrD+aiMEfRWLLae0VUlQlfD1KAOBsbw0Pp/oPCCfTwx4gIiLSClUrTbs52iKzoBT/2xmL8FO38Pro9hjczg2CoHlvi7Lw1bi0GHYVpchp5ASZhaV8e9UnvTc+EBJ7G0QlZgMQ0bu1K3r9M+YnKjFbq4PEybgwABERkVa4OtiqtN/HTwbhZlYRPj14HQmZhXgu/Dz6+DXF66M7ILCFRKPPfjR89Uu6iJdO/4o+KZcr33dogq1BI7G+1ySUWNvBQ2KHsUGeeHvvtWrB6ffoVIwN8sTuS2msDt3AcRaYApwFRkSknv2xaXhrdxzS85X3Aj1aXDC/pBxfHknEppNJKKuQQRCAiV1bYvEIf3hKGqn1+VGJ2Zj8zWkAwBOXI/DBn58jprk/tnUegfv2TuifdBFPXDmIHP8A3Pl5F7JlVgj7SfXxQpoUiiT94zT4emIAIiJSnSqDj2sLELdzivHRgXjsirkLALCztsDsfq3x4iA/NLZV7UFFVc2f8rvpOLl+JnZ0HILXRs6DKFjIP39IfhK+3bwE4muvoa91X7VnirE6tPFjJWgiItILVQcfuzvZKu098XKxx2dPd8WusL7o6eOCknIZ1h5JwKDVR9QaKP10j1aYGHsIomCB9wfNrBZ+AOCJlyZBmDYN5V9uQHpusRpXWYnVoRsWBiAiItKYqjO/Pn6yS52PjoK8nPHzC73w1bRg+Lo64F5hGf63MxYjPzuOg3EZUPbAYn9sGvp9cBifHLwO/3spiHX3Q26jf//1X21W17BhsM1IQ+OyB+pd6ENUHexNxo2DoImISGOqhoF7haUq7ScIAkZ09MDgdm746UwyPjt0AwmZhZj9/XmE+LrgjTEd0Lmls3z/Rx+/FVvboWlxLiCKgCBg4bC2mDek7b+PrDIzIQoCyiw1r0Hk5mhX905k9NgDREREGlM1DKgbGmysLDCzry+O/ncwXhzoBxsrC5xJysHYtScxf+tF3M4pVvj47S//3vC9n4Y+yZcgANh27va/b1ZUAN9+C4weA5emTtBkFI+zvTWrQzcQDEBERKSxnr4u8JTYKQ0TAiqnkGsaGpzsrLFsVHscWTwIE7tWLkq6+9JdDP34KBZsu1jj8dsp786Ibt4On+35CP2SopGW+6ByzE5aGjB9OhAbC2HZUqwIDZC3Tx3P9vHlAOgGgrPAFOAsMCIi1VU9hgJQrTdGF1PHY1Pz8N6+aziVmK10H5fiPHy1/V30SI3DHSc3NG7hDucb1wBbW2DzZuCJJ+TtVmfdMGd7a1z433AGICPGafD1xABERKQeRWFCV8UDRVFEZHwWlu+KxZ37SgYziyJCbsfisRunMaatMzz6dAemTQMk1QstVq0cn1lQgoNx6dhzOV3p525gDSCjxwBUTwxARETqezhM6GP5iNJyKXq+dxB5DyoUvq9O3Z66ahm9MMAXr40OqF+DSedYB4iIiPTO0kJAb7+mGNelBXr7NdX5oyJba0t8MKmz0vdFqLaie121jAQAuy+lQSpjf0FDwgBEREQma2SgJzZM7QZPSc1ZZoIARMZnIaOW5TmAumsZsQBiw8Q6QEREZNJGBnpieICH/PGbVCriQFwG9l9Nx7Zzt7EzJhWz+7XGCwNbw9GuZv0fVWsZsQBiw8IAREREJq/q8VuVicEtcSE5B+/t+xsXku9j7ZEE/HQ2BS8PaYMpId6wsfr3AYiuahmRceMjMCIiapCCvV3w24u9sWFqMFo3c0BOURlW7onDsDVHsfvSXcj+GdOj61pGZJwYgIiIqMESBAEjAz1w4JUBeHdCIJo52iIlpxjzt17EuHUncSrhHiwtBKWFEateqzKYmkwLAxARETVoUpmIc7fuo7GtFT6c1BmvDGsLBxtLXEnNwzPfnsHMzWfh3dQB66d2g8cjg6mrLaRKDQrHABERUYOltEDj2ABcTc3Hj2dSEBmfhaPxWeju0wTLRrWHq4Mt7hWV6qWWERkOCyEqwEKIRESmT1lxw4eX6MgsKMF7+/5GSblM/r6DjSVWjuuI/wR76a2tpB2sBF1PDEBERKapqhp1et4DvL33GnKKyhTuJ6Byba/7xeVKzzW+S3OsmtgZjWwsddRa0jZ1vr/5CIyIiBoEdRY3FYFaww8A7Iy5i6ib2XhlmD+eCG4JK0sOm21I2AOkAHuAiIj0rz5ridW1lld9tW7mgP+OaI8RHd0hCBwTZKzYA0RERCalPqvJ17WWV31M6NockfFZuJlVhBe3XEDXVs5YNrI9Qlo3rftgMmrszyMiIoOq6r159NFVel4J5m6Jxv7YtFqPr2str/p4snsrHP3vYMwb3AZ21ha4mJKLp74+jZmbzyLubr5OPpP0gwGIiIgMprbem6ptK/fE1boSuy7W6Hq4+rOTnTUWj2iHY0sGY0pIK1haCIiMz8KYL47jlW0XcTunWOufT7pn8AB07NgxhIaGonnz5hAEATt37qz2viAICn9Wr16t9JyrVq1Cjx494OjoCDc3N4wfPx7x8fE6vhIiIlKXNlZiV3eNLlXL+jxa/dnNyQ7vTuiEg4sG4vHOnhDFyoHSQz6OxFu7ryKroFStdpBhGTwAFRUVISgoCOvWrVP4flpaWrWfTZs2QRAETJo0Sek5jx49irCwMJw+fRoREREoLy/HY489hqKiIl1dBhERaUAbK7HXtZYXALg4WOOTp7pg+ZgOqKUzSe6VYf5Kxx75ujpg7TPdsGdeP/Rv64pyqYjwU7cwcPURrIm4joKS2meXkXEw+CDoUaNGYdSoUUrf9/DwqPZ6165dGDx4MFq3bq30mP3791d7HR4eDjc3N1y4cAEDBgyosX9paSlKS/9N7vn5fK5LRKQP2liJvWotr7lboiEA1R6nVYWi9yZ0wshAT+yKSVXp83xc7evcp1NLCX6YFYKTCffwwf6/cflOHj4/dANbTicjbHAbTAlpBTtr1hAyVgbvAVJHRkYG9u7di1mzZql1XF5eHgDAxUXxSr6rVq2CRCKR/3h5sfonEZE+aGsl9pGBniqt5aWNwPWovm1csSusL76c0g2tXStXnX/7jzgM/fgofjl/GxVSWd0nIb0zqjpAgiBgx44dGD9+vML3P/zwQ7z//vu4e/cu7OxU+8spk8kwduxY5Obm4sSJEwr3UdQD5OXlxTpARER6UDULDFDce6POYqR11RKSykT0++Aw0vNKFA68FlAZmk4sHaLRGmAVUhl+u3AHnx68gfT8ysd2bdwaY/Fj7VhDSA/UqQNkUj1AmzZtwpQpU1QOPwAQFhaG2NhYbNu2Tek+tra2cHJyqvZDRET6oWrvjSosLQT09muKcV1aoLdf0xohpupxGYAavU5Vrx8d/KwOK0sLPN2zFSKXDMLro9vD2d4aCZmFeHHLBYz/8hROJdzT6LykfSbTA3T8+HEMGDAAMTExCAoKUul88+bNw65du3Ds2DH4+vqq3A5WgiYi0r/6VIJWV30KL6ojv6Qc3xy7iY0nklBcJgUA9Gvjiv+ObIfOLZ219jlUyWQXQ60tAM2cOROxsbE4f/58necRRREvv/wyduzYgcjISLRt21atdjAAERE1fPoMXFkFpVh3JAE/nklGubTya3dUoAdefcwfbdwcdfKZ5sikHoEVFhYiJiYGMTExAICkpCTExMQgJSVFvk9+fj5+/fVXzJ49W+E5hg4dirVr18pfh4WFYcuWLfjpp5/g6OiI9PR0pKen48GDBzq9FiIiMh11PS7TpmaOtnhrbEccfnUQJnZrAUEA/oxNx2OfHMPiXy+xmKIBGLwHKDIyEoMHD66xfcaMGQgPDwcAfP3113jllVeQlpYGiURSY18fHx/MnDkTb731FgAoHWS2efNmzJw5s842sQeIiIh06XpGAT4+EI+/rmYAAKwtBUwJ8UbY4DZo5mhr4NaZLpN9BGYsGICIiEgfYm7n4qO/4nHin8HRjawt8Vw/H8zp7weJvbWBW2d6GIDqiQGIiIj06VTCPXzwVzwu3c4FADjZWeGFgX54tq8P7G0MXrPYZDAA1RMDEBER6ZsoioiIy8BHB+JxPaMQAODa2BbzBvthckgr2FqxqnRdGIDqiQGIiIgMRSoTsftSKtZEXMftnMrJOy2cG2HB0LaY2K0FrCwNPn/JaDEA1RMDEBERGVpZhQy/nL+NLw7fQEZ+5WoFrV0d8MpwfzzeyRMWOpy1ZqoYgOqJAYiIqOHTZx2g+igpl2LL6WR8GZmInKIyAEB7D0csfqwdhnZw4/IaD2EAqicGICKihk1flaC1qbC0AptOJOGbYzdRUFoBAOjayhlLHmuHPm1cDdw648AAVE8MQEREDVfV4quPfvlpsviqIeQWl+GrYzcRfvIWHpRXLq/Ru3VTLB7hj2BvFwO3zrAYgOqJAYiIqGGqWg3+4Z6fh9V3NXh9yiwowZdHEvHTmRSUSWUAgEHtmuHV4e3QqWXNosHmwKSWwiAiItKXs0k5SsMPAIgA0vJKcDYpR3+N0pCbox3eGtsRR5YMwuSeXrC0EBAZn4XQtSfwwg/nEZ9eYOgmGjUGICIiMhuZBcrDjyb7GYMWzo2wamJnHFo0EBO7Vq4z9tfVDIz87Bjmb72Im1mFhm6iUWIAIiIis+HmaKfV/YyJj6sD1jzVBQdeGYDRnTwgisDuS3cx/JNjWMIFV2tgACIiIrPR09cFnhI7KBvdI6ByNlhPX9MdTNzW3RFfTgnGHy/3w9D2bpDKRPx64Q4GfxSJ13dcwd3cB4ZuolFgACIiIrNhaSFgRWgAANQIQVWvV4QGGP0AaFUEtpBg48we2P5SH/Rr44oKmYifzqRg0OpIvLX7KjLzTecxny5wFpgCnAVGRNSwmWIdoPo6czMbH0dclw/wtrO2wLRe3nhxoB+aNrY1cOu0g9Pg64kBiIio4TOVStDaJIoiTiZk4+OIeFxMyQUA2NtYYmYfH8wZ0BrO9jaGbWA9MQDVEwMQERE1ZKIoIjI+C2siruNKah4AwNHWCs/188Vz/XwhaWRt4BZqhgGonhiAiIjIHIiiiANxGfgk4jr+/qdukJOdFZ7v3xoz+/rA0c60ghADUD0xABERkTmRyUT8GZuOTw9ex43MyrpBzvbWlUGojw8cbK0M3ELVMADVEwMQERGZI6lMxN4rafj04HXczCoCALg42OCFAa0xrbc37G2MOwgxANUTAxAREZkzqUzE7kup+OzgDdzKriyg6NrYBi8O9MPUXt6ws7Y0cAsVYwCqJwYgIiIioEIqw86Yu/j80A2k/FNJupmjLV4c6IcpIa2MLggxANUTAxAREdG/yqUybI++g88PJSD1n0rSbo62mDvID5N7Gk8QYgCqJwYgIiKimsoqZPg9+g7WHv43CLk72WLuQD88bQRBiAGonhiAiIiIlCurkOHXC7ex7nAC7v5TTdvDyQ4vDfbDk929DBaEGIDqiQGIiIiobqUVUvx6/g7WHUmQLyvi4WSHsMF+eLKHF2yt9BuEGIDqiQGIiIhIdaUVUvxy7jbWHUlEer7heoQYgOqJAYiIiEh9JeVS/HL+Nr58KAi5O9nipUFt8FQP3QchBqB6YgAiIiLSXFWP0JeRifJHY/oYLM0AVE8MQERERPVXWiHFL+fv4MuHxgjpcvo8A1A9MQARERFpT9Vg6S+P/DtrrJmjLfbO7wc3RzutfY4639/GvagHERERmTxbK0tM7eWNJ7q3xG8X7mDd4QS0amqv1fCjLgYgIiIi0gtbK0tMCfHGE8FeyCkqM2hbLAz66URERGR2bKws4CExXO8PwABEREREZogBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2GICIiIjI7DAAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2rAzdAGMkiiIAID8/38AtISIiIlVVfW9XfY/XhgFIgYKCAgCAl5eXgVtCRERE6iooKIBEIql1H0FUJSaZGZlMhrt378LR0RGCIGj13Pn5+fDy8sLt27fh5OSk1XMbg4Z8fQ352gBenylryNcG8PpMmb6vTRRFFBQUoHnz5rCwqH2UD3uAFLCwsEDLli11+hlOTk4N7i/6wxry9TXkawN4faasIV8bwOszZfq8trp6fqpwEDQRERGZHQYgIiIiMjsMQHpma2uLFStWwNbW1tBN0YmGfH0N+doAXp8pa8jXBvD6TJkxXxsHQRMREZHZYQ8QERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwAOnAunXr4OPjAzs7O4SEhODs2bO17v/rr7+iffv2sLOzQ6dOnbBv3z49tVQ9q1atQo8ePeDo6Ag3NzeMHz8e8fHxtR4THh4OQRCq/djZ2empxap76623arSzffv2tR5jKvcNAHx8fGpcnyAICAsLU7i/sd+3Y8eOITQ0FM2bN4cgCNi5c2e190VRxJtvvglPT080atQIw4YNw40bN+o8r7q/u7pQ27WVl5dj6dKl6NSpExwcHNC8eXNMnz4dd+/erfWcmvz91pW67t3MmTNrtHXkyJF1ntcY7h1Q9/Up+j0UBAGrV69Wek5juX+qfAeUlJQgLCwMTZs2RePGjTFp0iRkZGTUel5Nf1/riwFIy37++WcsWrQIK1asQHR0NIKCgjBixAhkZmYq3P/UqVOYPHkyZs2ahYsXL2L8+PEYP348YmNj9dzyuh09ehRhYWE4ffo0IiIiUF5ejsceewxFRUW1Hufk5IS0tDT5T3Jysp5arJ6OHTtWa+eJEyeU7mtK9w0Azp07V+3aIiIiAABPPPGE0mOM+b4VFRUhKCgI69atU/j+hx9+iM8//xwbNmzAmTNn4ODggBEjRqCkpETpOdX93dWV2q6tuLgY0dHRWL58OaKjo7F9+3bEx8dj7NixdZ5Xnb/fulTXvQOAkSNHVmvr1q1baz2nsdw7oO7re/i60tLSsGnTJgiCgEmTJtV6XmO4f6p8ByxcuBB79uzBr7/+iqNHj+Lu3buYOHFirefV5PdVK0TSqp49e4phYWHy11KpVGzevLm4atUqhfs/+eST4pgxY6ptCwkJEV944QWdtlMbMjMzRQDi0aNHle6zefNmUSKR6K9RGlqxYoUYFBSk8v6mfN9EURQXLFgg+vn5iTKZTOH7pnLfRFEUAYg7duyQv5bJZKKHh4e4evVq+bbc3FzR1tZW3Lp1q9LzqPu7qw+PXpsiZ8+eFQGIycnJSvdR9++3vii6vhkzZojjxo1T6zzGeO9EUbX7N27cOHHIkCG17mOs9+/R74Dc3FzR2tpa/PXXX+X7XLt2TQQgRkVFKTyHpr+v2sAeIC0qKyvDhQsXMGzYMPk2CwsLDBs2DFFRUQqPiYqKqrY/AIwYMULp/sYkLy8PAODi4lLrfoWFhfD29oaXlxfGjRuHq1ev6qN5artx4waaN2+O1q1bY8qUKUhJSVG6rynft7KyMmzZsgXPPfdcrYv9msp9e1RSUhLS09Or3R+JRIKQkBCl90eT311jkZeXB0EQ4OzsXOt+6vz9NrTIyEi4ubmhXbt2mDt3LrKzs5Xua8r3LiMjA3v37sWsWbPq3NcY79+j3wEXLlxAeXl5tXvRvn17tGrVSum90OT3VVsYgLTo3r17kEqlcHd3r7bd3d0d6enpCo9JT09Xa39jIZPJ8Morr6Bv374IDAxUul+7du2wadMm7Nq1C1u2bIFMJkOfPn1w584dPba2biEhIQgPD8f+/fuxfv16JCUloX///igoKFC4v6neNwDYuXMncnNzMXPmTKX7mMp9U6TqHqhzfzT53TUGJSUlWLp0KSZPnlzrQpPq/v02pJEjR+L777/HoUOH8MEHH+Do0aMYNWoUpFKpwv1N9d4BwHfffQdHR8c6HxEZ4/1T9B2Qnp4OGxubGmG8ru/Aqn1UPUZbuBo8aSQsLAyxsbF1Pofu3bs3evfuLX/dp08fdOjQAV999RXefvttXTdTZaNGjZL/d+fOnRESEgJvb2/88ssvKv3rzJRs3LgRo0aNQvPmzZXuYyr3zZyVl5fjySefhCiKWL9+fa37mtLf76efflr+3506dULnzp3h5+eHyMhIDB061IAt075NmzZhypQpdU4wMMb7p+p3gDFjD5AWubq6wtLSssaI94yMDHh4eCg8xsPDQ639jcG8efPwxx9/4MiRI2jZsqVax1pbW6Nr165ISEjQUeu0w9nZGf7+/krbaYr3DQCSk5Nx8OBBzJ49W63jTOW+AZDfA3Xujya/u4ZUFX6Sk5MRERFRa++PInX9/TYmrVu3hqurq9K2mtq9q3L8+HHEx8er/bsIGP7+KfsO8PDwQFlZGXJzc6vtX9d3YNU+qh6jLQxAWmRjY4Pg4GAcOnRIvk0mk+HQoUPV/jX9sN69e1fbHwAiIiKU7m9Ioihi3rx52LFjBw4fPgxfX1+1zyGVSnHlyhV4enrqoIXaU1hYiMTERKXtNKX79rDNmzfDzc0NY8aMUes4U7lvAODr6wsPD49q9yc/Px9nzpxRen80+d01lKrwc+PGDRw8eBBNmzZV+xx1/f02Jnfu3EF2drbStprSvXvYxo0bERwcjKCgILWPNdT9q+s7IDg4GNbW1tXuRXx8PFJSUpTeC01+X7VGp0OszdC2bdtEW1tbMTw8XIyLixPnzJkjOjs7i+np6aIoiuK0adPEZcuWyfc/efKkaGVlJX700UfitWvXxBUrVojW1tbilStXDHUJSs2dO1eUSCRiZGSkmJaWJv8pLi6W7/Po9a1cuVL866+/xMTERPHChQvi008/LdrZ2YlXr141xCUo9eqrr4qRkZFiUlKSePLkSXHYsGGiq6urmJmZKYqiad+3KlKpVGzVqpW4dOnSGu+Z2n0rKCgQL168KF68eFEEIK5Zs0a8ePGifCbU+++/Lzo7O4u7du0SL1++LI4bN0709fUVHzx4ID/HkCFDxC+++EL+uq7fXWO4trKyMnHs2LFiy5YtxZiYmGq/h6WlpUqvra6/38ZyfQUFBeLixYvFqKgoMSkpSTx48KDYrVs3sW3btmJJSYnS6zOWe1fX9VXJy8sT7e3txfXr1ys8h7HeP1W+A1588UWxVatW4uHDh8Xz58+LvXv3Fnv37l3tPO3atRO3b98uf63K76suMADpwBdffCG2atVKtLGxEXv27CmePn1a/t7AgQPFGTNmVNv/l19+Ef39/UUbGxuxY8eO4t69e/XcYtUAUPizefNm+T6PXt8rr7wi/7Nwd3cXR48eLUZHR+u/8XV46qmnRE9PT9HGxkZs0aKF+NRTT4kJCQny9035vlX566+/RABifHx8jfdM7b4dOXJE4d/FqmuQyWTi8uXLRXd3d9HW1lYcOnRojev29vYWV6xYUW1bbb+7+lLbtSUlJSn9PTxy5Ij8HI9eW11/v/WptusrLi4WH3vsMbFZs2aitbW16O3tLT7//PM1goyx3jtRrPvvpiiK4ldffSU2atRIzM3NVXgOY71/qnwHPHjwQHzppZfEJk2aiPb29uKECRPEtLS0Gud5+BhVfl91QfinMURERERmg2OAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiMggfHx88Omnnxq6GXozaNAgvPLKK4ZuBhH9gwGIiMze1q1bYWlpibCwMEM3hYj0hAGIiMzexo0b8d///hdbt25FSUmJoZtDRHrAAEREOjFo0CDMmzcP8+bNg0QigaurK5YvX46Hlx8sLi7Gc889B0dHR7Rq1Qpff/11tXMsXboU/v7+sLe3R+vWrbF8+XKUl5fL37906RIGDx4MR0dHODk5ITg4GOfPn5e/f+LECfTv3x+NGjWCl5cX5s+fj6KiomqfkZSUhFOnTmHZsmXw9/fH9u3bq70fHh4OZ2dn/PXXX+jQoQMaN26MkSNHIi0tTb5PRUUF5s+fD2dnZzRt2hRLly7FjBkzMH78eKV/PqWlpVi8eDFatGgBBwcHhISEIDIyUp0/YiKqBwYgItKZ7777DlZWVjh79iw+++wzrFmzBt9++638/Y8//hjdu3fHxYsX8dJLL2Hu3LmIj4+Xv+/o6Ijw8HDExcXhs88+wzfffINPPvlE/v6UKVPQsmVLnDt3DhcuXMCyZctgbW0NAEhMTMTIkSMxadIkXL58GT///DNOnDiBefPmVWvj5s2bMWbMGEgkEkydOhUbN26scR3FxcX46KOP8MMPP+DYsWNISUnB4sWL5e9/8MEH+PHHH7F582acPHkS+fn52LlzZ61/NvPmzUNUVBS2bduGy5cv44knnsDIkSNx48YNtf6MiUhDOl9vnojM0sCBA8UOHTqIMplMvm3p0qVihw4dRFEURW9vb3Hq1Kny92Qymejm5iauX79e6TlXr14tBgcHy187OjqK4eHhCvedNWuWOGfOnGrbjh8/LlpYWIgPHjwQRVEUpVKp6OXlJe7cuVMURVHMysoSbWxsxJs3b8qP2bx5swhATEhIkG9bt26d6O7uLn/t7u4url69Wv66oqJCbNWqlThu3Lhqfx4LFiwQRVEUk5OTRUtLSzE1NbVa+4YOHSq+9tprSq+fiLSHPUBEpDO9evWCIAjy171798aNGzcglUoBAJ07d5a/JwgCPDw8kJmZKd/2888/o2/fvvDw8EDjxo3xv//9DykpKfL3Fy1ahNmzZ2PYsGF4//33kZiYKH/v0qVLCA8PR+PGjeU/I0aMgEwmQ1JSEgAgIiICRUVFGD16NADA1dUVw4cPx6ZNm6pdh729Pfz8/OSvPT095e3My8tDRkYGevbsKX/f0tISwcHBSv9crly5AqlUCn9//2rtO3r0aLVrICLdsTJ0A4jIfFU9rqoiCAJkMhkAICoqClOmTMHKlSsxYsQISCQSbNu2DR9//LF8/7feegvPPPMM9u7diz///BMrVqzAtm3bMGHCBBQWFuKFF17A/Pnza3xuq1atAFQOfs7JyUGjRo3k78lkMly+fBkrV66EhYWF0naKD41lUldhYSEsLS1x4cIFWFpaVnuvcePGGp+XiFTHAEREOnPmzJlqr0+fPo22bdvW+NJX5NSpU/D29sYbb7wh35acnFxjP39/f/j7+2PhwoWYPHkyNm/ejAkTJqBbt26Ii4tDmzZtFJ4/Ozsbu3btwrZt29CxY0f5dqlUin79+uHAgQMYOXJkne2USCRwd3fHuXPnMGDAAPk5oqOj0aVLF4XHdO3aFVKpFJmZmejfv3+dn0FE2scAREQ6k5KSgkWLFuGFF15AdHQ0vvjii2o9OLVp27YtUlJSsG3bNvTo0QN79+7Fjh075O8/ePAAS5YswX/+8x/4+vrizp07OHfuHCZNmgSgcgZZr169MG/ePMyePRsODg6Ii4tDREQE1q5dix9++AFNmzbFk08+We0xHQCMHj0aGzduVCkAAcDLL7+MVatWoU2bNmjfvj2++OIL3L9/v8Z5q/j7+2PKlCmYPn06Pv74Y3Tt2hVZWVk4dOgQOnfujDFjxqj0uUSkOQYgItKZ6dOn48GDB+jZsycsLS2xYMECzJkzR6Vjx44di4ULF2LevHkoLS3FmDFjsHz5crz11lsAKsfZZGdnY/r06cjIyICrqysmTpyIlStXAqgcX3T06FG88cYb6N+/P0RRhJ+fH5566ikAwKZNmzBhwgSFIWXSpEmYNm0a7t27p1Jbly5divT0dEyfPh2WlpaYM2cORowYUWtP1+bNm/HOO+/g1VdfRWpqKlxdXdGrVy88/vjjKn0mEdWPINbnQTYRkRKDBg1Cly5dzGq5iyoymQwdOnTAk08+ibffftvQzSEiBdgDRERUT8nJyThw4AAGDhyI0tJSrF27FklJSXjmmWcM3TQiUoLT4ImI6snCwgLh4eHo0aMH+vbtiytXruDgwYPo0KGDoZtGRErwERgRERGZHfYAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2GICIiIjI7Pw/IFh8PMtsezwAAAAASUVORK5CYII=", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61971.0 61972.0 48 1 Parameter('H', value=16.300239026609926, unit=mag) Parameter('G12', value=0.6491653212156279, unit=, bounds=[0, 1])\n", - "[0.10656573] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_61971\n", - "plots/phase_curve_6098332225018000_61971.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61999.0 62000.0 52 1 Parameter('H', value=16.300378117679422, unit=mag) Parameter('G12', value=0.650540100629068, unit=, bounds=[0, 1])\n", - "[0.01286756] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_61999\n", - "plots/phase_curve_6098332225018000_61999.png\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "62000.0 62001.0 53 1 Parameter('H', value=16.3000706285954, unit=mag) Parameter('G12', value=0.6453764075291013, unit=, bounds=[0, 1])\n", - "[0.01889488] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_62000\n", - "plots/phase_curve_6098332225018000_62000.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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18wIA1DT0WSYXkZiWh23JN5CYlsd1w4iIqF5xFhippagFNG1jEgRUre9Vbu+AtwdOwye/LsWmTW9g3SMjcc2jCTrevIipR3+Gx/0i/Lvvc8pr3C2pwNH0O4gJ8YJMLuJo+h3kFpbi6u1ibDqaqTLGyE/qjIWx4Zw2T0RE9UIQRZF/ej+koKAAUqkU+fn5cHdXP97FVuw8m4VF21OQlf/PmKDROacx7+BG+F9OAQDIBDvsC3kEi/s8hytezVTO//jJjnCyt6t2jYcpWotWTezEJIiIiPSiy/c3W4CoRkPa+WFguK+y9cbHzRldgofhaPpUjP/gZ3iUFuGGe2Pcaqh+rM/V2yX4aM9F1JZli6hKglg7iIiI6gMTIKqVxE5ATIiXyrYuwZ4oCw7BqfxSjcmNl6sDNh3NrDX5UVDUDvrv7ovoHuqNLsGeTISIiMgoOAia9PLgemGaUpTichmyC3SvA/Tp/ssYt+YwenywDzvPZtUhSiIiIvWYAJHehrTzw6qJneD70Mrx0gb28HV3RmmFXMOZ2snOL8W0jUlMgoiIyOCYAFGdDGnnh4Pz+2H2gJbw+HvtsPz7lcguKK1z95Wi62zR9hROkyciIoNiAkR1tjslGx/tuYR79ytUthsiaeGaYkREZAxMgKhOZHIRi7anaD3QWV9cU4yIiAzJpAlQQkICYmNj4e/vD0EQsHXr1mrHnD9/HiNGjIBUKoWrqyuioqKQmZlZ/WIPuHfvHqZPnw4/Pz84OTkhLCwMv//+u5HuwrYdTb9TY30fQ+GaYkREZEgmnQZfXFyMiIgIPPfccxgzZky1/WlpaejRowcmT56MRYsWwd3dHefOnYOzs+Yvw/LycgwcOBA+Pj746aef0LRpU2RkZMDDw8OId2K7DNEy4+nqgLvFFWpbkQQAvlJnrilGREQGZdIEaOjQoRg6dKjG/W+++SaGDRuGpUuXKreFhITUeM1169bhzp07OHToEBwcqgblBgUFGSReqq6uLTN+UmcsGN4G0787qVxyQ0ExhHphbDjrARERkUGZ7RgguVyOHTt2ICwsDIMHD4aPjw+io6PVdpM96Ndff0VMTAymT5+OJk2aoF27dnj//fchk8k0nlNWVoaCggKVF2lH3aKpuugT5oNhHfyxcnwkGrk6qOzzlTpzaQwiIjIKs02AcnNzUVRUhCVLlmDIkCHYtWsXRo8ejTFjxiA+Pl7jeVeuXMFPP/0EmUyG33//HQsWLMDy5cvx3nvvaTxn8eLFkEqlyldAQIAxbskqaVMQsSa/nLyOT/Zdwrs7zuNO8T+zyDxdHbFgOBdHJSIi4zCbxVAFQcCWLVswatQoAMDNmzfRtGlTjBs3Dt99953yuBEjRsDV1RWbNm1Se52wsDCUlpYiPT0dEokEALBixQosW7YMWVnqC+qVlZWhrOyflckLCgoQEBDAxVB1oG7R1Lrg4qhERKQrq1gM1dvbG/b29ggPD1fZ3qZNGxw8eFDjeX5+fnBwcFAmP4pzsrOzUV5eDkdHx2rnODk5wcnJyXDB26CHF031dnXCKz+eQk6B+rXCBAA+bo64d78SZZXVK0ZzcVQiIjIms+0Cc3R0RFRUFFJTU1W2X7x4Ec2bN9d4Xvfu3XH58mXI5XKVc/z8/NQmP2Q4ikVTR3Zsiu4tvfHOCPVdY4r346Obq01+FFgEkYiIjMWkCVBRURGSk5ORnJwMAEhPT0dycrKyzs+8efPw/fffY82aNbh8+TI+/fRTbN++HS+++KLyGpMmTcLrr7+ufD9t2jTcuXMHM2fOxMWLF7Fjxw68//77mD59er3eG2leK0wxuDnI21Wr6/x1+RaXwiAiIoMy6RiguLg49O3bt9r2p59+Ghs2bABQNa198eLFuH79Olq1aoVFixZh5MiRymP79OmDoKAg5fEAkJiYiNmzZyM5ORlNmzbF5MmTMX/+fJVusZro0odItZPJRWXXmI9bVU0fiZ2AxLQ8jFtzWKtr+EmdsTCWg6KJiEgzXb6/zWYQtDlhAlQ/ZHIRPT7Yp9XAaQ6KJiKi2ujy/W22Y4DI+knsBIyI0C6Z4crwRERkSEyAyCRkchF/XbqN749d1/ocDoomIiJDMdtp8GS96loziCvDExFRXTEBonq182wWpm1MUlsbSFtcGZ6IiOqKXWBUb2RyEYu2p9Qp+ZEIgJcr6zkREVHdMAGienM0/U6dl8qQicATXyQiKfOugaIiIiJbxASI6k1dxu74SZ2x7F/tERHggXslFRi/5jD2XcgxYHRERGRLOAaI6o0uY3d83Z0wrksggrxdVYonDu/gjxe/TUJc6i38++sTWDy6PZ6ICjBi1EREZI2YAFG96RLsCT+pM7Lz1S+QCgAeDRywckIndG3hpXYBVBdHe6yZ9Ahe+/kMfk66jld/Po2recWYO6gV7LhgKhERaYldYFRvJHYCFsZqXiBVALDksfboHupd4+rvDhI7fPh4B8zoGwoA+CwuDS9tPonSCplxAiciIqvDBIjqVW0LpGq7zIUgCJg7uBU+fDwCDhIBO05nYdyaw7hdVGaMsImIyMpwLTA1uBaY8WlaIFUfiWl5eGHjCeTfr0CAZwOsfyYKoT5uBo6YiIjMHRdDrSMmQJYn7VYRnttwDBl5JXBztsfqiZ3RPdTb1GEREVE94mKoZHNCGjfElhe745HmjVBYWomn1x3F98cyTR0WERGZKSZAZDU8XR2xcUo0Rnb0R6VcxPyfz2DJHxcg5+rxRET0ECZAZFWcHST4aGxHzOzfEgCwOj4N079LQkl5JWRyEYlpediWfAOJaXmQMTEiIrJZrANEVkcQBMweGIbmXi6Y//Np/HE2G2du5KOsUo5bhf/MEvOTOmNhbLjWM8+IiMh66DUI+tdff1V/MUGAs7MzQkNDERwcXOfgTIWDoK3H8at38OyGYygsray2TzHnTJfp90REZL50+f7WqwVo1KhREAQBD+dOim2CIKBHjx7YunUrGjVqpM9HEBlEZGAjNHCQqE2ARFQlQYu2p2BguK/e0/CJiMjy6DUGaPfu3YiKisLu3buRn5+P/Px87N69G9HR0fjtt9+QkJCAvLw8zJ0719DxEumkqtaQ5uKIIoCs/FIcTb9Tf0EREZHJ6dUCNHPmTHzxxRfo1q2bclv//v3h7OyMqVOn4ty5c/joo4/w3HPPGSxQIn1ouwJ9XVaqJyIiy6NXC1BaWpravjV3d3dcuXIFANCyZUvcvn27btER1ZG2K9DrslI9ERFZPr0SoM6dO2PevHm4deuWctutW7fw6quvIioqCgBw6dIlBAQEGCZKIj0pVqCvbXTPrRq6yQBwCj0RkZXRqwts7dq1GDlyJJo1a6ZMcq5du4YWLVpg27ZtAICioiK89dZbhouUSA+KFeinbUyCgKoxP+q8vPkkzt7Mx6uDW8Feovp3wc6zWVi0PQVZ+f90k3EKPRGRZdN7LTC5XI5du3bh4sWLAIBWrVph4MCBsLOz/NqKnAZvfTQlMQuGt8Gp6/n4PKGq67ZrC098Mq4TGrs5Kc+btjGpWuLEKfREROaHi6HWERMg61TTCvS/n8nCvB9PobhchibuTvhsQid0DGiEHh/sU0maHiQA8JU64+D8fpxCT0RkBoxeBwgAiouLER8fj8zMTJSXl6vse/nll/W9LJHRSOwExIR4qd03rL0fwpq44YWNJ3A5twhjPz+MCdGBGpMfQHUKvabrEhGRedIrATp58iSGDRuGkpISFBcXw9PTE7dv34aLiwt8fHyYAJFFCvVpiG3Tu2P+z6fx2+ksfJWYodV5nEJPRGR59BqwM3v2bMTGxuLu3bto0KABDh8+jIyMDHTu3BkffvihoWMkqjeuTvb4ZFwk3n40HBJBu24tTqEnIrI8eiVAycnJeOWVV2BnZweJRIKysjIEBARg6dKleOONNwwdI1G9EgQBz/UIxnf/jkZNQ3sEVA2k7hLsWW+xERGRYeiVADk4OChne/n4+CAzMxMAIJVKce3aNcNFR2RC0S28sHhM+xqPWRgbrnEANGsHERGZL73GAEVGRuLYsWNo2bIlevfujbfffhu3b9/GN998g3bt2hk6RiKTGRsViMu5hVhz4KrKdgHA1F7BGqfAs3YQEZF506sF6P3334efX9X/xP/v//4PjRo1wrRp03Dr1i188cUXBg2QyJR2ns3Clw8lP0DVDLDPE9Kx82yW2nOmbUyqNoMsO78U0zYmqT2HiIjqF+sAqcE6QARUdWHVVAcIAFwcJTj+5gC4ONlrdQ5rBxERGY8u39+WX7aZyEiOpt+pMfkBgJJyGYb+7wDSbxdrdc6DtYOIiMh09EqA8vLyMH36dISHh8Pb2xuenp4qLyJroG19n4y8Ejz6vwPYlnxD63NYO4iIyLT0GgT91FNP4fLly5g8eTKaNGkCQct6KUSWRNv6Pm383HA+qxAzNyejbysfg16biIiMQ68E6MCBAzh48CAiIiIMHQ+R2egS7Ak/qTOy80vVriKvGM+z9cXuWBmXhk/2XcL+1FzY2wmo1DDlXXEOawcREZmWXl1grVu3xv379w0dC5FZkdgJWBgbDuCf1d8VFO8XxobDyUGCOQPDsHFyNHzcnGpMfhTncAA0EZFp6ZUAffbZZ3jzzTcRHx+PvLw8FBQUqLyIrMWQdn5YNbETfKWqXVa+UmesmthJpaZP91Bv7JzVCwPaNFF7LXXnEBGRaejVBebh4YGCggL069dPZbsoihAEATKZzCDBEZmDIe38MDDcF0fT7yC3sBQ+blVdWBI7ATK5WG37mkmd8e2RTLy3IwWlFXK4OknwQu8QvNgnlC0/RERmQq8EaMKECXBwcMB3333HQdBkEyR2AmJCvFS21VTteWLX5ujawhMvbUrG+awCLN91Edn5pXhreDgaOErqO3wiInqIXoUQXVxccPLkSbRq1coYMZkcCyFSbRTVnh/+5VH8KaDo6iqrlOHDP1Ox5kA6ACDUpyE+frIj2vpL6zVeIiJbYPRCiI888ggXPSWbJZOLWLQ9Re3MMMW2RdtTIJOLcLKX4M3h4fhmchf4uDnhcm4RRq88hC8S0rg4KhGRCemVAL300kuYOXMmNmzYgBMnTuD06dMqLyJrpk+1554tGysHSJfL5Hj/9wsYt+Ywrt0pqYeIiYjoYXp1gdnZVc+bBEGwmkHQ7AKjmmxLvoGZm5NrPe7jJztiZMemKttEUcSmo9fw3o4UlJTL4OoowcLYtnj8kWa1jqVTN+Cag6qJiP6hy/e3XoOg09PT9QqMyBpoW8VZ3XGCIGB8dCC6h3rhlR9O4XjGXbz682nsSsnG4jEd0NjNSe21ahpwzWn1RES6M+pq8MOHD8eXX34JPz/L+h80W4DoQQ+3vHRu3gi9l+2vtUJ0bSu+y+Qi1hy4ghW7LqJcJoenqyPeH90eQ9r5qhyn7YBrIiJbZ/QWIG0lJCSwYjRZNE0tLyMi/PBFQjoEQCUx0aXas8ROwAu9Q9A7rDFmf5+MC9mFeGHjCYzp1BTvjGgLd2eHWgdcC6gacD0w3JfdYUREOtBrEDSRLVC0vDw84Dk7vxRfJKRjaq9grSpE16aNnzu2zeiOF/uEwE4Afkm6gSH/TcBfl2/rNeCaiIhqZ9QWICJLpU3Ly6+nshA/ry9OZNyt88BkJ3sJXh3SGv1a++CVH08hI68EE748gh6h3lqdn1uoOUkiIqLqmAARqaFty8uJjLvVKkTXxSNBnvj95Z54//fz+PZIJg5evq3VedoOzCYioirsAiNSQ9sWFWO0vLg62eP/RrfHt1Oi0dSjQa3He7k6onPzRgaPg4jImjEBIlKjLlPdDaV7qDf+nN0LvVrW3A2WV1yOXkv34+M9l7At+QYS0/JYZZqIqBZG7QJ744034OnpacyPIDKKLsGe8JM61zrVvUuwcf99N3Syx9eTo/HR7lR8su8yZBrymuyCUvx3z0Xle9YIIiKqmdZ1gH799VetLzpixAi9AzIHrANEwD+zwAD1U93ru/7OneJyxCzei7JKea3HskYQEdkio9QBGjVqlMp7xdIXD75X0HYpjISEBCxbtgwnTpxAVlYWtmzZUu1zzp8/j/nz5yM+Ph6VlZUIDw/Hzz//jMDAQI3X/eijj7Bq1SpkZmbC29sb//rXv7B48WI4O3OgKGlvSDs/rJrYqVodIF8Tta6kZhdqlfwArBFERFQbrRMgufyf//Hu2bMH8+fPx/vvv4+YmBgAQGJiIt566y28//77Wn94cXExIiIi8Nxzz2HMmDHV9qelpaFHjx6YPHkyFi1aBHd3d5w7d67GROa7777Da6+9hnXr1qFbt264ePEinnnmGQiCgBUrVmgdGxFQlQQNDPc1izW4dB1w/WCNIEPOVCMisgZ6jQGaNWsWVq9ejR49eii3DR48GC4uLpg6dSrOnz+v1XWGDh2KoUOHatz/5ptvYtiwYVi6dKlyW0hISI3XPHToELp3747x48cDAIKCgjBu3DgcOXJE4zllZWUoKytTvi8oKNAqfrINEjvBLBIIfQdcs0YQEVF1es0CS0tLg4eHR7XtUqkUV69erWNIVeRyOXbs2IGwsDAMHjwYPj4+iI6OxtatW2s8r1u3bjhx4gSOHj0KALhy5Qp+//13DBs2TOM5ixcvhlQqVb4CAgIMcg9EhqQYmK1r2xNrBBERVadXAhQVFYU5c+YgJydHuS0nJwfz5s1Dly5dDBJYbm4uioqKsGTJEgwZMgS7du3C6NGjMWbMGMTHx2s8b/z48fjPf/6DHj16wMHBASEhIejTpw/eeOMNjee8/vrryM/PV76uXbtmkHsgMiSJnYAFw8PVzkrTxMfNyegz1YiILJFeCdC6deuQlZWFwMBAhIaGIjQ0FIGBgbhx4wbWrl1rkMAUY45GjhyJ2bNno2PHjnjttdfw6KOPYvXq1RrPi4uLw/vvv4/PPvsMSUlJ+OWXX7Bjxw68++67Gs9xcnKCu7u7yovI3Ow8m4V3d6TodE5haSV+OnENWk72JCKyGXqNAQoNDcXp06exe/duXLhwAQDQpk0bDBgwQGU2WF14e3vD3t4e4eHhKtvbtGmDgwcPajxvwYIFeOqppzBlyhQAQPv27VFcXIypU6fizTffhJ0daz+S5VFMydeUxkgb2CP/fqXyvXdDR7g62iPjTgnm/3wG25JvYvGY9mju5Vo/ARMRmTm9CyEKgoBBgwahV69ecHJyMljio+Do6IioqCikpqaqbL948SKaN2+u8bySkpJqSY5EIgEA/hVMFqmmhVmBqunuLo72mNE3FNfu3kdzTxc8FRMEOwFYezAd/91zEYfS8jD4owTMHhCGyT2CYS/hHwJEZNv0SoDkcjn+7//+D6tXr0ZOTg4uXryIFi1aYMGCBQgKCsLkyZO1uk5RUREuX76sfJ+eno7k5GR4enoiMDAQ8+bNw9ixY9GrVy/07dsXO3fuxPbt2xEXF6c8Z9KkSWjatCkWL14MAIiNjcWKFSsQGRmJ6OhoXL58GQsWLEBsbKwyESKyJNouzPp/v19QbvvyYDoWxobj+d4hGNLOF6//cgaH0vKw+I8L2H76JpaM6YB2TaX1ED0RkXnS68/A9957Dxs2bMDSpUvh6Oio3N6uXTt8+eWXWl/n+PHjiIyMRGRkJABgzpw5iIyMxNtvvw0AGD16NFavXo2lS5eiffv2+PLLL/Hzzz+rTL/PzMxEVlaW8v1bb72FV155BW+99RbCw8MxefJkDB48GJ9//rk+t0pkcvpMY8/OL8W0jUnYeTYLzb1c8e2UaCz9Vwe4O9vj7I0CjFz5Fxb/cR6lFdoVLX2QTC4iMS2P644RkUXTeimMB4WGhuLzzz9H//794ebmhlOnTqFFixa4cOECYmJicPfuXWPEWm+4FAaZk8S0PIxbc1jn8xTrlR2c309ZuDG3sBSLtqdgx+mqPxqae7lg8Zj26BZS84KrCjvPZlWrjM11x4jIXOjy/a1XC9CNGzcQGhpabbtcLkdFRYU+lyQiDfSt//NgJWgFHzdnrBzfCZ8/1Rmero7IyCvB+DVH8OpPp5BfUvPvrmIg9sPdcQ+2NhERWQq9EqDw8HAcOHCg2vaffvpJ2Z1FRIYhsROwMLZqNqQ+Uw0e7kLbeTYL7/x6DneKy5Xbfjh+HT2X7sP2UzfVThaoaSC2Ytui7SnsDiMii6HXIOi3334bTz/9NG7cuAG5XI5ffvkFqamp+Prrr/Hbb78ZOkYim6dpYVZtPFgJuqbp9AWllXhp00n8knQd745qh2aNXJT7tB2IzXXHiMhS6JUAjRw5Etu3b8d//vMfuLq64u2330anTp2wfft2DBw40NAxEhGqL8zq3dAJr/yQjJyCMrUJjWIMkKISdG3T6RX2p95C/+XxGNreF//qFICYEC+tB2Jz3TEishR61wHq2bMndu/ebchYiKgWDy/M+s6Itpi2MQkCoJLYKLrKFsaGKwdA19aKo2BvJ6CsUo6tJ29i68mb8G7oiKe6aq699SCuO0ZElkKvMUDHjh1Tu7r6kSNHcPz48ToHRUTaUXSN+UpVEw9fqTNWTeykMjNL29aZyofG8dwuKsd/91yq9Ty/B1qbiIjMnV4tQNOnT8err76K6Ohole03btzABx98oDY5IiLjeLhrzMetKhFRtPwoGLt1ZsHw8GqfSURkrvRKgFJSUtCpU6dq2yMjI5GSottijURUdw93jamjmE6fnV+q04ry2mrk6lj7QUREZkKvLjAnJyfk5ORU256VlQV7e72HFRGREdV1On1tOACaiCyJXgnQoEGD8PrrryM/P1+57d69e3jjjTc4C4zIjGkaM+Tp6lDna3MANBFZEr2Wwrhx4wZ69eqFvLw8ZeHD5ORkNGnSBLt370ZAQIDBA61PXAqDrF15pRzfJF5Fxp0SNPd0wfjo5ui3PE7v7jFXRwkOv9Efbs51T6SIiPSly/e3XgkQABQXF+Pbb7/FqVOn0KBBA3To0AHjxo2Dg4Pl/w+QCRBZM03reY2I8MMXCekAqk+pF9X898OaejTAe6PaoW9rHyNETURUu3pJgKwZEyCyVpoqQSvGBE3tFYxfT2WpXewUgNrEaXRkU2xLvokb9+4DAIa198Xbj7at1s1mCDK5WOtsNyKyXUZPgL7++usa90+aNEnXS5oVJkBkjWRyET0+2KexGKKicnT8vL44kXFXbZKhKQEpKa/ER3suYe3BdMjkIho62eOVQWGYFBNksASFK9ETUW2MngA1atRI5X1FRQVKSkrg6OgIFxcX3LlzR8OZloEJEFmjxLQ8jFtzuNbjNv27q97reaXcLMCbW8/gZOY9AEC7pu74v1HtERHgodf1FGpruXq46CMR2SZdvr/1mgV29+5dlVdRURFSU1PRo0cPbNq0Sa+gici46mM9r3B/d/z8Qjf83+h2cHe2x9kbBRj12V94e9tZFJRW6HVNrkRPRMagVwKkTsuWLbFkyRLMnDnTUJckIgPSdpp6Xaez29kJmBDdHHtf6YNRHf0hisDXiRnovzwe20/dRG2NzjK5iMS0PGxLvoHEtDwcvpKn9Ur0RETaMmjVQnt7e9y8edOQlyQiA6mtEvTDq8fXVWM3J3z0ZCQefyQAC7aexZXbxXhp00n8cPwa3h3ZDkHertXOUTfOx6OBdjNLWYiRiHShVwL066+/qrwXRRFZWVn49NNP0b17d4MERkSGpagEre3q8XWlGDB9u6gM74xoi6SMu/gsPg0HLt3GoI8S8GKfELzQOwTODhIAmsf53LuvXdeZvi1XnFlGZJv0GgRtZ6facyYIAho3box+/fph+fLl8POz7MGIHARN1qw+ZlNp+owXerfAnvO5OHDpNgAg2NsV/xnZFt1CvGucoVYTRcvVwfn9dE5cOLOMyLqwDlAdMQEia2fMVo/aZmx9NiESlXLg3d9SkFtYBgCIaeGFxCt5On9WXWaBcWYZkfVhAlRHTICI9KNtraGD8/uhpLwSK3ZfxFeHrkLbCVweDRxUusT0ba3RJU52hxFZDl2+v7UeAzRnzhytA1ixYoXWxxKR9TiafkfrGVsxIV5YGNsWj3VqhilfHUd2Qe3dXyvHd4KdnVDnlitd4yQi66N1AnTy5EmV90lJSaisrESrVq0AABcvXoREIkHnzp0NGyERWQx9ag1dv1tSa/KjaJGJCvbEiYy7dQmx2ucb4jgisjxaJ0D79+9X/veKFSvg5uaGr776SlkV+u7du3j22WfRs2dPw0dJRBZB11pDiiKHtREBjIjwQ+9l+1VabnzdnTGuSyCCvF10ahGqr5pIRGS+9BoD1LRpU+zatQtt27ZV2X727FkMGjTI4msBcQwQkX4UY2tqqzWkGFuj7fIcjVwccLek9unw2o4J0jVOIrIMRl8Ko6CgALdu3aq2/datWygsLNTnkkRkBRS1hoB/ZlMpqKs1pG0XkzbJDwBk55di2sYk7DybZdA4icj66JUAjR49Gs8++yx++eUXXL9+HdevX8fPP/+MyZMnY8yYMYaOkYgsyJB2flg1sRN8pardR75S52pTyw3dxaTL2mADw30xa0AYpA9VmlYXJxFZH70qQa9evRpz587F+PHjUVFR9ZeZvb09Jk+ejGXLlhk0QCKyPEPa+WFguG+ttYa0WZ5D6uKAe1q2AAHazeDStOTGs92DMKNfS7b8ENmAOtUBKi4uRlpaGgAgJCQErq7V1/axRBwDRFR/FAUJAfXLc8waEIb/7rmo83U/frIjRnZsqvHzWACRyPoYfQyQQlZWFrKystCyZUu4urrWusozEdHDausym9EvFH5S52pjdWqjrntNMetM3f+pdOk+IyLLp1cXWF5eHp544gns378fgiDg0qVLaNGiBSZPnoxGjRph+fLlho6TiKxYbV1mmhZx1cRPw6r2LIBIRAp6tQDNnj0bDg4OyMzMhIuLi3L72LFjsXPnToMFR0S2Q2InICbECyM7NkVMiJfKOBxNrUSatG/qjoSLt7At+QYS0/KULTosgEhECnq1AO3atQt//vknmjVrprK9ZcuWyMjIMEhgREQPeriV6OrtYmw6monsgjLlMU72diirlGNXSi52peQqtyvqA7EAIhEp6JUAFRcXq7T8KNy5cwdOTk51DoqISB1FK5HCjH4tVbrN7haX48Xvkqqdl/V3faCV4zvVOuvMV0P3GRFZF726wHr27Imvv/5a+V4QBMjlcixduhR9+/Y1WHBERDV5sNusc/NGeGvbWY3HigAW/XYOC4a3AcACiES2Tq8WoGXLlqFfv344fvw4ysvL8eqrr+LcuXO4c+cO/vrrL0PHSERUo51ns/DGljO4U1xzvaCcgjKczy7EZxMi8Z/fzquuK6blMhpEZB10ToAqKirw8ssvY/v27di9ezfc3NxQVFSEMWPGYPr06fDz4/88iKj+aKrro8kn+y6jawtPrH06Cvn3K1RmnQFAYlpejcUbicg66FUIsXHjxjh06BBatmxpjJhMjoUQiSyDYlHTmqa2P8xBIqBCJkJiJ+CZbkGYOaAl3J0d1FaHrmlxVZlcrLXSNRHVL12+v/VKgGbPng0nJycsWbJE7yDNGRMgIsug7WrywD8DnDdP7Yr3fz+PP8/lAAC8Gzrh0Q6+2HCo+gxWTdWhdU2WiKh+6PL9rdcYoMrKSqxbtw579uxB586dqy2BsWLFCn0uS0SkE13r9SyMDUdzL1d8/tQjiL94C+/8eg7pt4vVJj9A1cBpAVXVoQeG+0JiJ2jsclOsRM+lNIgsg14J0NmzZ9GpUycAwMWLqmv0CAKbgImofmhbr8fL1RH/N7qdSmLSO6wxds7qiXe2ncOmY9c0nvtgdeguwZ41LqXxcLJEROZLrwRo//79ho6DiEhnta0mDwCerg5IfL0/HO2rV/1wspega4hXjQmQQm5hKZfSILIidVoMlYjIlCR2AhbGhgNQX9dHAPD+6PZqkx8FXapDcykNIuvBBIiILFptq8nXNh5H0YpUU4eVs4Mdmnu5cCkNIiuiVxcYEZE5qW01+ZooWpFqWm2+tEKOgSviMb1fKHzdnZBTUMalNIgsHFuAiMgq1LSafG00tSL5SZ3x+tBW6BjggeJyGZbuTIUo/jPg+UFcSoPIsuhVB8jasQ4QkW3SVNxQLhfxc9J1fLAzFbeLqlafV6w8r8A6QESmZ/RCiNaOCRARqVNYWoFP9l3GuoPpqJSLsLcT0KdVY0yIbo5eYY3Z8kNkYrp8f7MLjIhIS27ODnhjWBvsnNULvcIao1IuYs/5XLz2y2lsP3UT/HuSyHKwBUgNtgARUW1EUcTe87n4z28pyLxTAgDo3LwRFo1oi3ZNpSaOjsg2sQusjpgAEZG2SitkWHswHSv3X0ZJuQyCAIx9JABzB7eCd0MnU4dHZFOYANUREyAi26bPSu/Z+aVY/Md5bEu+CQBwc7bHzP4t8XS3IDhIONqAqD4wAaojJkBEtquuK70fv3oH72w/h7M3CgAAIY1dseDRcPRp5WO0mImoChOgOmICRGSbNK30rmj70Xald5lcxE8nrmHpzlTkFZcDAPq39sFbj4Yj2NvVsEETkZJFzQJLSEhAbGws/P39IQgCtm7dqrJfEAS1r2XLltV43ZUrVyIoKAjOzs6Ijo7G0aNHjXgXRGTpZHKxxpXegaqV3mXy2v9mlNgJGBsViP3z+mBKj2DY2wnYeyEXg/4bj8W/n0dhaYVBYyci3Zk8ASouLkZERARWrlypdn9WVpbKa926dRAEAY899pjGa37//feYM2cOFi5ciKSkJERERGDw4MHIzc011m0QkYXTZaV3bbk7O+CtR8Oxc1Yv9A5rjAqZiM8TrqDvh/H44fg1yLVIpojIOMyqC0wQBGzZsgWjRo3SeMyoUaNQWFiIvXv3ajwmOjoaUVFR+PTTTwEAcrkcAQEBeOmll/Daa6/VGge7wIhsz7bkG5i5ObnW4z5+siNGdmyq8/VFUcT+1Fy8+9t5pN8uBgB0aCbFwthwdG7OtcOIDMGiusB0kZOTgx07dmDy5MkajykvL8eJEycwYMAA5TY7OzsMGDAAiYmJas8pKytDQUGByouIbIuxV3oXBAH9WjfBn7N64fWhrdHQyR6nr+fjsVWJmLn5JLLy7+t1XSLSj0UlQF999RXc3NwwZswYjcfcvn0bMpkMTZo0UdnepEkTZGdnqz1n8eLFkEqlyldAQIBB4yYi89cl2BN+Uudqi5wqCKiaDVbXld4d7e3wfO8Q7J/bB09GBUAQgG3JN9Hvw3h8vOcS7pfL6nR9ItKORSVA69atw4QJE+DsrN9fYJq8/vrryM/PV76uXbtm0OsTkfmT2AlYGBsOoH5Wem/s5oQlj3XA9hk9EBXUCPcrZPjvnosYsCIev53mshpExmYxCdCBAweQmpqKKVOm1Hict7c3JBIJcnJyVLbn5OTA19dX7TlOTk5wd3dXeRGR7RnSzg+rJnaCr1T1jyxfqbPWU+B11a6pFD88H4NPxkXCX+qMG/fuY8Z3JzH288M4eyPf4J9HRFXsTR2AttauXYvOnTsjIiKixuMcHR3RuXNn7N27VzmYWi6XY+/evZgxY0Y9REpElmxIOz8MDPfVuRJ0XQiCgNgIfwxo0wRfJFzBqvjLOHr1DmI/PYjHOzfD3MGt9B57RETqmbwFqKioCMnJyUhOTgYApKenIzk5GZmZmcpjCgoK8OOPP2ps/enfv79yxhcAzJkzB2vWrMFXX32F8+fPY9q0aSguLsazzz5r1HshIusgsRMQE+KFkR2bIibEy6jJz4MaOEowc0BL7HulD0Z29IcoAj8cv45+H8ZjVVwayio5PojIUEzeAnT8+HH07dtX+X7OnDkAgKeffhobNmwAAGzevBmiKGLcuHFqr5GWlobbt28r348dOxa3bt3C22+/jezsbHTs2BE7d+6sNjCaiMgc+Xs0wMdPRmJSTBD+s/0cTl3Pxwc7L2DT0Uy8Maw1Brf1hSDUT1JGZK3Mqg6QuWAdICIyF3K5iC0nb+CDnReQW1gGAOjawhNvP9oW4f78/xPRg7gWWB0xASIic1NcVonV8Wn4IuEKyirlsBOAsVGBeGVQGLwbOpk6PCKzwASojpgAEZG5un63BEv+uIDfTmcBANyc7DGjXyie6R4EJ3uJiaMjMi0mQHXEBIiIzN2xq3fwn+0pOPP3VPlATxe8MawNBrdtwvFBZLOYANUREyAisgRyuYhfTt7A0gfGB0UHe2LBo+Fo4+der1P5icwBE6A6YgJERJbk4fFBAgBnBwnuV/wzbd5P6oyFseFGKeZIZC6sdjFUIiJLI5OLSEzLw7bkG0hMy4NMbvi/OV2d7PHKoFbYN7cPooIaQQRUkh8AyM4vxbSNSdh5Nsvgn09kiUxeB4iIyFrtPJuFRdtTkJVfqtxmzJYYX3dnXL+rflV5Rdq1aHsKBob7sjuMbB5bgIiIjGDn2SxM25ikkvwAxm2JOZp+p9rnPSwrvxRH0+8Y/LOJLA0TICIiA5PJRSzangJ1nV0PtsQYujsst7Dm5Efhw12puHlPfUsRka1gAkREpEZdxu7U1hIjwjgtMdoumHoi4y76LY/Dil2pKC6rNGgMlq4+xmyReeAYICKih9R17I62LTHaHqetLsGe8JM6Izu/VG3rkwDAq6EjWng3xNGrd/C/fZex+dg1zB3cCv/q1Ax2Nj4uqL7HbJFpsQWIiOgBhhi7o21LjLbHaUtiJ2BhbDiAqmTnQYr3741qh++f74rVEzsh0NMFuYVlePWn04j99CAS0/IMGo+hGbN1xhRjtsi0WAdIDdYBIrJNMrmIHh/s09h9JQDwlTrj4Px+Nc6iUlynppYYba6jL21bMsoqZfj6UAb+t+8SCkurusIGhjfB60Nbo0XjhgaPqy6M2TpjqOdOpsdCiHXEBIjINiWm5WHcmsO1Hrfp310RE+JV4zGKFgUAKkmQ4utz1cRORu1WkclFrStB5xWV4eO9l/DtkUzI5CLs7QQ8FdMcM/u3hIeLo9Fi1JbiZ/nwl5WhfpaGfO5kWiyESESkB0OO3RnSzg+rJnaCr1S1m8tX6mz05Aeo6g6LCfHCyI5NERPiVS35ebA76WJOERbGtsWfs3qif2sfVMpFrP/rKnot3Y8vD1xBeaXcqLHWpD5m1JlqzBaZFgdBExH9zdBjd4a088PAcF+zW5Orpu6ktc9E4eCl23hvRwouZBfivR3nsfFwBl4bapqFVnWZUadv64ypxmyRabEFiIjob4pZVJq+4gVUJQpdgj21vmZtLTH1TZvBvj1aemPHyz2x9LEOaOzmhKt5JXhh4wmM/fwwTl+/V6/x1kfrjDGeO5k/JkBERH/TZhbVwthwkycx+tKlO0liJ+CJqADEze2Dl/uFwtnBDkev3sGIT//CrM0ncaOeCinWR+uMtT93Uo8JEBHRA0w9dseY9CnQ6OpkjzmDWmH/3D4Y06kpAGBr8k30/TAOH+y8gMLSCqPGXF+tM9b83Ek9zgJTg7PAiEiXWVSWYlvyDczcnFzrcR8/2REjOzZVu+/sjXy8tyMFh69UJUlero6YNTAM46ICYC+p/jd1TT9HbX/Gxp5R92Ac3q5OgADcLiqzmuduSzgNvo6YABGRNTLUdG9RFLH3fC7e/+M8rtwqBgCENHbFG8PaoF9rH+VA6ZoGWwPQqa6PseoAsfqzdWECVEdMgIjIGhm6QGOFTI5NRzPx0Z5LuFNcDgDoFuKFN4e3wbU7JRpr92j60qmtRacurXLqzt2dkm3U+kJU/5gA1RETICKyVsboTioorcDK/Zex/q+rKK+UQxAAZ3s73K/QvX6QMaouq2vl8XV3QmmlHPdK1I9hYvVny8RCiEREpJYxBvu6Ozvg9aFtsHdOb4yI8IcoQq/kB1A/ELsuNE77LyjTmPwYIw4yPyyESERkY4xVoDHA0wX/GxeJUJ+GWLH7Yp2uZYiqyzVN+6/POMg8MQEiIrJBigKNxmCIkRV1qeujGO/z1+XbNU77N3YcZN6YABERkcHsPJuF/+65pPf5irE3+tb1UTfexxRxkPljAkRERAah6HLSV12rLmtaNb6+4yDLwEHQRERkELVVmlZo4+eutrJzXQZiG2K8jyHiIMvBFiAiIjIIbQcMv9C7BUJ9GmLx7xdw8PJtAICrowSTYoLQp5WPXp+tbfKlyYy+oWjZpKFyQDhQVTjSmiqBkyomQEREZBDerk5aHefj5oy2/lJsnBKNhIu38P7v53EhuxAf7LyAjYczMHdwGEZGNIWdDglH3WdriSoFElkd2vqxEKIaLIRIRKSbnWez8M6vKcgu0JyIaCouKJOL2HLyBpbvSlUmHW393fHGsDboHuqt1edru8xHbTxcHNTWB2J1aMvAQohERFRvFIOPa0t+APUDiyV2Av7VuRn2z+2DeYNboaGTPc7dLMCEL4/g6XVHcT6roNYYals1XluaiiMqWgoWbU+BTM52A2vABIiIiPSm7eDjJu5OtbaeODtIML1vKOLn9cEz3YJgbycg/uItDPvfAcz98RRu3rtf42c8GRVokEHQmrA6tHVhAkRERHrTdvDx8ic6at115NXQCe+MaIs9c3pjeAc/iCLw04nr6PthHJb8cQH591VbaXaezUKPD/bhv3vqVn1aW6wObR2YABERkd60TQZuF5XpfO0gb1esHN8JW17shi7BniirlGN1fBp6L9uPLw9cQVmlTONaX8bE6tDWgbPAiIhIb9omA3VJGiIDG+H7qV2x70IulvxxAZdyi/DejvPYcOgqikorjdrt9TAPFwdWh7YSTICIiEhvisHH2fmlahMRQy0pIQgC+rdpgt5hjfFz0nWs2H0R1+/WPCZI7XX+jkcUReQUlOmcPD3bLZj1gKwEu8CIiEhvEjsBC2PDAaDaDCxjLClhL7HD2KhAxM3ti+HtfXU698F43hnRVmWbNjxcHDCjX6hOn0nmiwkQERHVyZB2flg1sRN8pardXMZcUqKBowQTuwbpdM6D8WiKuSZLxrRn648VYSFENVgIkYhIdzK5iKPpd+pt+QiZXESPD/Zp7H4DAA8XeyyMbQdfd/XxPBjz1dvFWPdXOvLvVz50DQcsGdOeBRAtAAshEhFRvZPYCYgJ8cLIjk0RE+Jl9NaSmrrfFEor5LhxtwQRAVK18ShidrK3w0d7LlVLfgAgX0NxRLJsTICIiMhiaerK8nR1QKBnA5RWyPHhrovovSwOGw9noEImr3YNbYo5sgK09eEsMCIismhD2vlhYLhvte43AcBvZ7Lw4Z+pyLxTgre2nsXag+mYO6gVhrX3hSBUtQjVVszxwQrQMSFe9XNTZHRMgIiIyOIpurIeNiLCH0Pa+mLT0Ux8su8S0m8XY/p3SejQTIrXhrRGt1BvrYs5sgK0dWECREREVs3R3g5PdwvCY52b4csDV7Am4QpOX8/H+C+PoGdLbwzVcnCzNsUc63sgOOmPs8DU4CwwIiLrdbuoDJ/uu4xvj2SgQlb1FejsYIfSiurjg4B/iicenN+vxmRm59ksLNqeotKd5id1xsLYcM4gqyecBUZERKSB99+Lre6d0wcjO/oDQI3JD1B7MUdNa5Jl55di2sYk7DybZZDYyXCYABERkVWTyUUkpuVhW/INJKblKWdzBXq54OMnI7F9Rg9ENJOqPVebYo41zSJTbOMsMvPDMUBERGS1auuWUrdfoaGTPZ7uFoQ+rXxq/AzOIrNMTICIiMhqqFZ2LsFHey5Wa5lRdEtN7RWMLxLSNdb/KSqrxJI/LuCrQ1cxa0BLPNapGewl1TtOOIvMMjEBIiIiq1BTa86DRFSN7VlzQHPyAwDSBvZwcbRHVn4p5v98Bp8nXMG8Qa0wpN0/NYQA7WaH6XIc1Q8mQEREZBbqMoVcMQhZ21E2IoDa5kDn36/E/57shEu5hVi5/zKu3CrGtG+ragi9Org1erT0BgB0CfaEn9RZ45pkillkXYI9tYyO6gMTICIiMrm6TCHXZikLfd27X44pPVvgiagAfJlwBV8eTMfp6/mYuPYIuoV4Yd7gVogMbISFseGYtjEJAqASh7azyKj+cRYYERGZVF2nkNc2CLkuFN1W7s4OmDOoFRJe7YtnugXBUWKHQ2l5GP3ZIUz9+jhaNG6odk0ybWaRkWmwBYiIiEymtinkAqqmkA8M99XYgmKMwcWauq0UNYSm9AzGR3su4Zek69iVkoM953MwOrIZNk/tipv3SlkJ2gKYvAUoISEBsbGx8Pf3hyAI2Lp1q8p+QRDUvpYtW6bxmosXL0ZUVBTc3Nzg4+ODUaNGITU11ch3QkREutJlCrkmxhpcXFO3VbNGLvjw8Qj8OasXhrT1hVwEfk66jgEr4vHnuWx0C/FGTIgXkx8zZvIEqLi4GBEREVi5cqXa/VlZWSqvdevWQRAEPPbYYxqvGR8fj+nTp+Pw4cPYvXs3KioqMGjQIBQXFxvrNoiISA+GmEKuGIRsyFRj1oAwrbqtWjZxw+qnOmPr9O7oHuqFCpmIDYeuotfS/Vj25wXkl1QYMCoyJJN3gQ0dOhRDhw7VuN/X11fl/bZt29C3b1+0aNFC4zk7d+5Ueb9hwwb4+PjgxIkT6NWrV90CJiIigzHEFHKJnVDjIGQRwOwBLRHk7YpLOYX4dH9arZ8X5O2iVVwKHQM88O2Urvjr8m0s/TMVp67dw8r9afgmMQPP9w7Bs92D4OJo8q9ceoDJW4B0kZOTgx07dmDy5Mk6nZefnw8A8PRUPwWxrKwMBQUFKi8iIjK+2lpvBFTNBqttCvmQdn4aByGvntgJMweEYWTHpuge2liruPTtVuse6o2tL3bDF091RqsmbigorcSyP1PRa2kcNvyVjrJKmV7XJcOzqHT0q6++gpubG8aMGaP1OXK5HLNmzUL37t3Rrl07tccsXrwYixYtMlSYRESkpdpabwDtp5APaeeHgeG+NdYSqo+aPXIRcHN2wAu9W+DyrWJsP3UTmXdK8M72FKw5kI6ZA1piTGRTtVWlqf4IolhbKaj6IwgCtmzZglGjRqnd37p1awwcOBCffPKJ1tecNm0a/vjjDxw8eBDNmjVTe0xZWRnKysqU7wsKChAQEID8/Hy4u7vrdA9ERKS7utQB0uezpm1MAqA+4arLtHV19+Hr7oR+rX2w90IucgqqvmtaNHbFnIFhGNbOD3YcKG0wBQUFkEqlWn1/W0wCdODAAfTq1QvJycmIiIjQ6nozZszAtm3bkJCQgODgYK3j0OUHSEREhlGXStC6MkbCpakateIOPn6yI3IKyvBZ3GXc/XtwdBs/d8wdFIZ+rX1Ultcg/VhlAvTMM8/g7NmzOH78eK3XEUURL730ErZs2YK4uDi0bNlSpziYABERWT9DJlwyuYgeH+zTOKVf0bV2cH4/lJRXYu3BdHx5IB1FZZUAgMhAD8wb1ArdQr31vR2Cbt/fJu+ALCoqQnJyMpKTkwEA6enpSE5ORmZmpvKYgoIC/Pjjj5gyZYraa/Tv3x+ffvqp8v306dOxceNGfPfdd3Bzc0N2djays7Nx//59o94LERHpRyYXkZiWh23JN5CYlgeZ3Ph/m0vsBMSEeGFkx6Z1rtmjSz0jN2cHzBoQhgOv9sXzvVvA2cEOJzPvYfyXRzB+zWEkZd7VOw7SnskHQR8/fhx9+/ZVvp8zZw4A4Omnn8aGDRsAAJs3b4Yoihg3bpzaa6SlpeH27dvK96tWrQIA9OnTR+W49evX45lnnjFc8EREVGf1Of7HWPSpZ9TI1RGvD22Dyd2DsXL/ZXx3NBOH0vIw5rND6N/aB3MGhaGtv9RYIds8s+oCMxfsAiMiqh+1jZuxlHW0EtPyMG7N4VqP2/TvrogJ8VK77/rdEvxv7yX8nHRD2QI2vL0fZg9siVAfN4PGa60sqguMiIhsU23rgAFV64DVR3dYXRminlGzRi5Y+q8I7J7dC7ER/gCAHWeyMOi/CZjzfTIy8riagSExASIiIpMwxDpg5kJRzwhAtSRI13pGLRo3xCfjIvHHzJ4YFN4EchH45eQN9Fsej9d/OY0b9zie1RCYABERkUkYYh0wc1JTNWp9uvLa+Lnji0mP4NcZ3dGnVWPI5CI2Hb2Gvsvi8M6v55BbYBk/F3Nl8kHQRERkmwyxDpi50aYata46NPPAhme74PjVO/hwVyoOX7mDDYeuYvOxTEyKCcILvUPg6epowLuwDRwErQYHQRMRGZ+idk5ty1IcnN/PKAUR67PwoiEdunwbH+5KRVLmPQCAq6MEz3YPxr97toDUxcG0wZmYxRZCNBdMgIiI6ocxl6Wo7XMteeq9KIqIS72F5btTcfZG1QLebk72mNwzGM/1CIa7s20mQkyA6ogJEBFR/anvZMRapt4DVYnQn+dy8NGei7iQXQgAkDZwwNReLfBMtyC4OtnWSBcmQHXEBIiIqH7VV3eULktWWEJ3mIJcLuL3s1n4aM8lXM4tAgB4ujrihd4t8FTXIDRwlJg4wvrBBKiOmAAREVknQxQsNGcyuYjtp27i472XkH67qm5QYzcnvNgnBOO6BMLZwboTIRZCJCIiUsPapt4/TGInYFRkU+ye3QvL/tUBAZ4NcKuwDIu2p6D3sv34OvEqyiplpg7TLDABIiIim2GNU+/VsZfY4fFHArB3Th+8P7o9/KXOyCkow9vbzqHvsjh8eyQD5ZVyU4dpUkyAiIjIZhhiyQpL4mhvh/HRgdg/rw/eHdUOvu7OuJlfije3nEXfD+Ow+WgmKmS2mQgxASIiIpthyCUrLImTvQRPdW2OuHl98E5sOHzcnHDj3n289ssZ9Fsehx+PX0OljSVCHAStBgdBExFZN0uvA1RXpRUyfHskE6viLuN2UTkAIMjLBS/1a4mRHf1hL7HM9hHOAqsjJkBERNbPUitBG1JJeSU2Hs7A6vgruFNclQgFe7vipX6hGBFheYkQE6A6YgJERES2pLisEt8czsAXCf8kQi28XfFS/1CMiGhqMYkhE6A6YgJERES2qLisEl8nZuCLhDTcLakAUJUIvdy/JWIj/M0+EWICVEdMgIiIyJYVlVXi68Sr+CLhCu4pEqHGrpjZvyUe7WC+iRAToDpiAkRERFSVCH116CrWHFBNhF7uZ54tQkyA6ogJEBER0T8KSyv+7hq7gvz7/3SNvdQ/FLEdzGewNBOgOmICREREVJ0iEXqwRcicZo0xAaojJkBERESaKbrGvjxwRTlY2hzqCDEBqiMmQERERLVTDJZek6CaCE3vG4pRkU3hUM+JEBOgOmICREREpD11dYQCPV0wvW8IRkc2g6N9/SRCTIDqiAkQERGR7orLqipLf5FwBXl/J0JNPRrgxb4heLxzgNETISZAdcQEiIiISH8l5ZX47kgmVsdfwe2iMgCAv9QZ0/qE4ImoADjZS4zyuUyA6ogJEBERUd2VVsiw6WgmVsenIaegKhHydXfGC71b4MkugXB2MGwixASojpgAERERGU5phQw/HL+GVXFpyMovBQA0dnPCjpd7wMfN2WCfo8v3t73BPpWIiIhIDWcHCSbFBGFsVAB+PH4dq+LS0KxRA4MmP7piAkRERET1wslegoldm+OJRwKUs8VMxTxqVxMREZHNcLS3g6/UdK0/ABMgIiIiskFMgIiIiMjmMAEiIiIim8MEiIiIiGwOEyAiIiKyOUyAiIiIyOYwASIiIiKbwwSIiIiIbA4TICIiIrI5TICIiIjI5jABIiIiIpvDBIiIiIhsDhMgIiIisjn2pg7AHImiCAAoKCgwcSRERESkLcX3tuJ7vCZMgNQoLCwEAAQEBJg4EiIiItJVYWEhpFJpjccIojZpko2Ry+W4efMm3NzcIAiCQa9dUFCAgIAAXLt2De7u7ga9tjmw5vuz5nsDeH+WzJrvDeD9WbL6vjdRFFFYWAh/f3/Y2dU8yoctQGrY2dmhWbNmRv0Md3d3q/uH/iBrvj9rvjeA92fJrPneAN6fJavPe6ut5UeBg6CJiIjI5jABIiIiIpvDBKieOTk5YeHChXBycjJ1KEZhzfdnzfcG8P4smTXfG8D7s2TmfG8cBE1EREQ2hy1AREREZHOYABEREZHNYQJERERENocJEBEREdkcJkBGsHLlSgQFBcHZ2RnR0dE4evRojcf/+OOPaN26NZydndG+fXv8/vvv9RSpbhYvXoyoqCi4ubnBx8cHo0aNQmpqao3nbNiwAYIgqLycnZ3rKWLtvfPOO9XibN26dY3nWMpzA4CgoKBq9ycIAqZPn672eHN/bgkJCYiNjYW/vz8EQcDWrVtV9ouiiLfffht+fn5o0KABBgwYgEuXLtV6XV1/d42hpnurqKjA/Pnz0b59e7i6usLf3x+TJk3CzZs3a7ymPv++jaW2Z/fMM89Ui3XIkCG1Xtccnh1Q+/2p+z0UBAHLli3TeE1zeX7afAeUlpZi+vTp8PLyQsOGDfHYY48hJyenxuvq+/taV0yADOz777/HnDlzsHDhQiQlJSEiIgKDBw9Gbm6u2uMPHTqEcePGYfLkyTh58iRGjRqFUaNG4ezZs/Ucee3i4+Mxffp0HD58GLt370ZFRQUGDRqE4uLiGs9zd3dHVlaW8pWRkVFPEeumbdu2KnEePHhQ47GW9NwA4NixYyr3tnv3bgDA448/rvEcc35uxcXFiIiIwMqVK9XuX7p0Kf73v/9h9erVOHLkCFxdXTF48GCUlpZqvKauv7vGUtO9lZSUICkpCQsWLEBSUhJ++eUXpKamYsSIEbVeV5d/38ZU27MDgCFDhqjEumnTphqvaS7PDqj9/h68r6ysLKxbtw6CIOCxxx6r8brm8Py0+Q6YPXs2tm/fjh9//BHx8fG4efMmxowZU+N19fl9NQiRDKpLly7i9OnTle9lMpno7+8vLl68WO3xTzzxhDh8+HCVbdHR0eLzzz9v1DgNITc3VwQgxsfHazxm/fr1olQqrb+g9LRw4UIxIiJC6+Mt+bmJoijOnDlTDAkJEeVyudr9lvLcRFEUAYhbtmxRvpfL5aKvr6+4bNky5bZ79+6JTk5O4qZNmzReR9ff3frw8L2pc/ToURGAmJGRofEYXf991xd19/f000+LI0eO1Ok65vjsRFG75zdy5EixX79+NR5jrs/v4e+Ae/fuiQ4ODuKPP/6oPOb8+fMiADExMVHtNfT9fTUEtgAZUHl5OU6cOIEBAwYot9nZ2WHAgAFITExUe05iYqLK8QAwePBgjcebk/z8fACAp6dnjccVFRWhefPmCAgIwMiRI3Hu3Ln6CE9nly5dgr+/P1q0aIEJEyYgMzNT47GW/NzKy8uxceNGPPfcczUu9mspz+1h6enpyM7OVnk+UqkU0dHRGp+PPr+75iI/Px+CIMDDw6PG43T5921qcXFx8PHxQatWrTBt2jTk5eVpPNaSn11OTg527NiByZMn13qsOT6/h78DTpw4gYqKCpVn0bp1awQGBmp8Fvr8vhoKEyADun37NmQyGZo0aaKyvUmTJsjOzlZ7TnZ2tk7Hmwu5XI5Zs2ahe/fuaNeuncbjWrVqhXXr1mHbtm3YuHEj5HI5unXrhuvXr9djtLWLjo7Ghg0bsHPnTqxatQrp6eno2bMnCgsL1R5vqc8NALZu3Yp79+7hmWee0XiMpTw3dRTPQJfno8/vrjkoLS3F/PnzMW7cuBoXmtT137cpDRkyBF9//TX27t2LDz74APHx8Rg6dChkMpna4y312QHAV199BTc3t1q7iMzx+an7DsjOzoajo2O1ZLy270DFMdqeYyhcDZ70Mn36dJw9e7bWfuiYmBjExMQo33fr1g1t2rTB559/jnfffdfYYWpt6NChyv/u0KEDoqOj0bx5c/zwww9a/XVmSdauXYuhQ4fC399f4zGW8txsWUVFBZ544gmIoohVq1bVeKwl/ft+8sknlf/dvn17dOjQASEhIYiLi0P//v1NGJnhrVu3DhMmTKh1goE5Pj9tvwPMGVuADMjb2xsSiaTaiPecnBz4+vqqPcfX11en483BjBkz8Ntvv2H//v1o1qyZTuc6ODggMjISly9fNlJ0huHh4YGwsDCNcVricwOAjIwM7NmzB1OmTNHpPEt5bgCUz0CX56PP764pKZKfjIwM7N69u8bWH3Vq+/dtTlq0aAFvb2+NsVras1M4cOAAUlNTdf5dBEz//DR9B/j6+qK8vBz37t1TOb6270DFMdqeYyhMgAzI0dERnTt3xt69e5Xb5HI59u7dq/LX9INiYmJUjgeA3bt3azzelERRxIwZM7Blyxbs27cPwcHBOl9DJpPhzJkz8PPzM0KEhlNUVIS0tDSNcVrSc3vQ+vXr4ePjg+HDh+t0nqU8NwAIDg6Gr6+vyvMpKCjAkSNHND4ffX53TUWR/Fy6dAl79uyBl5eXzteo7d+3Obl+/Try8vI0xmpJz+5Ba9euRefOnREREaHzuaZ6frV9B3Tu3BkODg4qzyI1NRWZmZkan4U+v68GY9Qh1jZo8+bNopOTk7hhwwYxJSVFnDp1qujh4SFmZ2eLoiiKTz31lPjaa68pj//rr79Ee3t78cMPPxTPnz8vLly4UHRwcBDPnDljqlvQaNq0aaJUKhXj4uLErKws5aukpER5zMP3t2jRIvHPP/8U09LSxBMnTohPPvmk6OzsLJ47d84Ut6DRK6+8IsbFxYnp6eniX3/9JQ4YMED09vYWc3NzRVG07OemIJPJxMDAQHH+/PnV9lnacyssLBRPnjwpnjx5UgQgrlixQjx58qRyJtSSJUtEDw8Pcdu2beLp06fFkSNHisHBweL9+/eV1+jXr5/4ySefKN/X9rtrDvdWXl4ujhgxQmzWrJmYnJys8ntYVlam8d5q+/dtLvdXWFgozp07V0xMTBTT09PFPXv2iJ06dRJbtmwplpaWarw/c3l2td2fQn5+vuji4iKuWrVK7TXM9flp8x3wwgsviIGBgeK+ffvE48ePizExMWJMTIzKdVq1aiX+8ssvyvfa/L4aAxMgI/jkk0/EwMBA0dHRUezSpYt4+PBh5b7evXuLTz/9tMrxP/zwgxgWFiY6OjqKbdu2FXfs2FHPEWsHgNrX+vXrlcc8fH+zZs1S/iyaNGkiDhs2TExKSqr/4GsxduxY0c/PT3R0dBSbNm0qjh07Vrx8+bJyvyU/N4U///xTBCCmpqZW22dpz23//v1q/y0q7kEul4sLFiwQmzRpIjo5OYn9+/evdt/NmzcXFy5cqLKtpt/d+lLTvaWnp2v8Pdy/f7/yGg/fW23/vutTTfdXUlIiDho0SGzcuLHo4OAgNm/eXPz3v/9dLZEx12cnirX/2xRFUfz888/FBg0aiPfu3VN7DXN9ftp8B9y/f1988cUXxUaNGokuLi7i6NGjxaysrGrXefAcbX5fjUH4OxgiIiIim8ExQERERGRzmAARERGRzWECRERERDaHCRARERHZHCZAREREZHOYABEREZHNYQJERERENocJEBEREdkcJkBEZBJBQUH46KOPTB1GvenTpw9mzZpl6jCI6G9MgIjI5m3atAkSiQTTp083dShEVE+YABGRzVu7di1effVVbNq0CaWlpaYOh4jqARMgIjKKPn36YMaMGZgxYwakUim8vb2xYMECPLj8YElJCZ577jm4ubkhMDAQX3zxhco15s+fj7CwMLi4uKBFixZYsGABKioqlPtPnTqFvn37ws3NDe7u7ujcuTOOHz+u3H/w4EH07NkTDRo0QEBAAF5++WUUFxerfEZ6ejoOHTqE1157DWFhYfjll19U9m/YsAEeHh74888/0aZNGzRs2BBDhgxBVlaW8pjKykq8/PLL8PDwgJeXF+bPn4+nn34ao0aN0vjzKSsrw9y5c9G0aVO4uroiOjoacXFxuvyIiagOmAARkdF89dVXsLe3x9GjR/Hxxx9jxYoV+PLLL5X7ly9fjkceeQQnT57Eiy++iGnTpiE1NVW5383NDRs2bEBKSgo+/vhjrFmzBv/973+V+ydMmIBmzZrh2LFjOHHiBF577TU4ODgAANLS0jBkyBA89thjOH36NL7//nscPHgQM2bMUIlx/fr1GD58OKRSKSZOnIi1a9dWu4+SkhJ8+OGH+Oabb5CQkIDMzEzMnTtXuf+DDz7At99+i/Xr1+Ovv/5CQUEBtm7dWuPPZsaMGUhMTMTmzZtx+vRpPP744xgyZAguXbqk08+YiPRk9PXmicgm9e7dW2zTpo0ol8uV2+bPny+2adNGFEVRbN68uThx4kTlPrlcLvr4+IirVq3SeM1ly5aJnTt3Vr53c3MTN2zYoPbYyZMni1OnTlXZduDAAdHOzk68f/++KIqiKJPJxICAAHHr1q2iKIrirVu3REdHR/HKlSvKc9avXy8CEC9fvqzctnLlSrFJkybK902aNBGXLVumfF9ZWSkGBgaKI0eOVPl5zJw5UxRFUczIyBAlEol448YNlfj69+8vvv766xrvn4gMhy1ARGQ0Xbt2hSAIyvcxMTG4dOkSZDIZAKBDhw7KfYIgwNfXF7m5ucpt33//Pbp37w5fX180bNgQb731FjIzM5X758yZgylTpmDAgAFYsmQJ0tLSlPtOnTqFDRs2oGHDhsrX4MGDIZfLkZ6eDgDYvXs3iouLMWzYMACAt7c3Bg4ciHXr1qnch4uLC0JCQpTv/fz8lHHm5+cjJycHXbp0Ue6XSCTo3Lmzxp/LmTNnIJPJEBYWphJffHy8yj0QkfHYmzoAIrJdiu4qBUEQIJfLAQCJiYmYMGECFi1ahMGDB0MqlWLz5s1Yvny58vh33nkH48ePx44dO/DHH39g4cKF2Lx5M0aPHo2ioiI8//zzePnll6t9bmBgIICqwc937txBgwYNlPvkcjlOnz6NRYsWwc7OTmOc4gNjmXRVVFQEiUSCEydOQCKRqOxr2LCh3tclIu0xASIiozly5IjK+8OHD6Nly5bVvvTVOXToEJo3b44333xTuS0jI6PacWFhYQgLC8Ps2bMxbtw4rF+/HqNHj0anTp2QkpKC0NBQtdfPy8vDtm3bsHnzZrRt21a5XSaToUePHti1axeGDBlSa5xSqRRNmjTBsWPH0KtXL+U1kpKS0LFjR7XnREZGQiaTITc3Fz179qz1M4jI8JgAEZHRZGZmYs6cOXj++eeRlJSETz75RKUFpyYtW7ZEZmYmNm/ejKioKOzYsQNbtmxR7r9//z7mzZuHf/3rXwgODsb169dx7NgxPPbYYwCqZpB17doVM2bMwJQpU+Dq6oqUlBTs3r0bn376Kb755ht4eXnhiSeeUOmmA4Bhw4Zh7dq1WiVAAPDSSy9h8eLFCA0NRevWrfHJJ5/g7t271a6rEBYWhgkTJmDSpElYvnw5IiMjcevWLezduxcdOnTA8OHDtfpcItIfEyAiMppJkybh/v376NKlCyQSCWbOnImpU6dqde6IESMwe/ZszJgxA2VlZRg+fDgWLFiAd955B0DVOJu8vDxMmjQJOTk58Pb2xpgxY7Bo0SIAVeOL4uPj8eabb6Jnz54QRREhISEYO3YsAGDdunUYPXq02iTlsccew1NPPYXbt29rFev8+fORnZ2NSZMmQSKRYOrUqRg8eHCNLV3r16/He++9h1deeQU3btyAt7c3unbtikcffVSrzySiuhHEunRkExFp0KdPH3Ts2NGmlrtQkMvlaNOmDZ544gm8++67pg6HiNRgCxARUR1lZGRg165d6N27N8rKyvDpp58iPT0d48ePN3VoRKQBp8ETEdWRnZ0dNmzYgKioKHTv3h1nzpzBnj170KZNG1OHRkQasAuMiIiIbA5bgIiIiMjmMAEiIiIim8MEiIiIiGwOEyAiIiKyOUyAiIiIyOYwASIiIiKbwwSIiIiIbA4TICIiIrI5/w/ANI3NwFkMrwAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", 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KFSsUvp6RkYHu3bujTZs2SExMxLlz5zBnzhw4OSnvDaioqMCAAQNw7do1/Pzzz0hLS8Pq1avRvHlzfd2GVWtoz4yv2AmLRrUDUHc1mezxvKERrAdEREQ6ZdRCiIMGDcKgQYOUvv7+++9j8ODBWLx4sfy54ODgeq+5du1a5Ofn49ixY7C3twcABAYG1ntOeXk5ysv/2ZahsLBQjdYT0PA9w+YMicDg9r5YAeCD7anIL/ln5ZgP6wAREZGemOwcIKlUip07dyIsLAwDBw6El5cXunTponCY7FG//vorYmNjER8fD29vb0RGRuLTTz+FRKJ824YFCxZALBbLf/z9/XV8N5ZLnXpA9RFQvd3Gxzsv1Qg/7i4OmDOE4YeIiPTDZAPQnTt3UFxcjIULFyIuLg579uzByJEjMWrUKBw8eFDpeVevXsXPP/8MiUSCXbt2Yc6cOVi6dCk++eQTpefMnj0bBQUF8p8bN27o45Yslqp6QPWZteUcXtuQXGci9f2SCsT/wCKIRESkHyazFYZIJMLWrVsxYsQIAMDt27fRvHlzjB49Gj/88IP8uGHDhsHFxQUbN25UeJ2wsDCUlZUhMzMTtra2AIBly5ZhyZIlyM5W78uUW2Fo59Ed3+8VlTd4ebwI1cNgR2b25RwgIiJSySK2wvD09ISdnR0iIiJqPB8eHl7vKjBfX1+EhYXJw4/snJycHFRUVOitvVQ9HBYb7IHhHZrjpW5B8BU71bu6q0mj+qegsQgiERHpi8kGIAcHB8TExCAtLa3G85cvX0bLli2VntetWzdcuXIFUqm0xjm+vr5wcHDQW3uppvrmBskePxXdQq1rsQgiERHpmlEDUHFxMVJSUpCSkgIAyMzMREpKiryHZ8aMGdi8eTNWr16NK1euYPny5dixYwdef/11+TXGjRuH2bNnyx9PnjwZ+fn5mDp1Ki5fvoydO3fi008/RXx8vEHvjZTPDfIRO2Hl2Gj0j/BR6zr3isq5FxgREemUUecAJSYmok+fPnWeHz9+PNavXw+geln7ggULcPPmTbRu3Rrz58/H8OHD5cf27t0bgYGB8uMBICkpCdOmTUNKSgqaN2+OCRMmYObMmTWGxerDOUC69ejcIC/X6qKGtjYiSKQCui/ar9YSel8uiSciIhU0+f42mUnQpoQByHB2p2bjtQ3JKo+TDZutHBvNEERERApZxCRosmwSqYCkjDy1JzjLUvr8HRc5HEZERA1m1ErQZJ12p2Zj/o6LGm+i+uiqsNhgD/00joiIrAIDEBnU7tRsTN6QrNW2GTJcFUZERA3FITAyGIlUwPwdFxsUfoCGb8BKRETEAEQGcyIzX+Nhr9rsbUUI826soxYREZG1YgAig9HF0FWlRMDzXx/H7QcPddAiIiKyVgxAZDANGbryFTthzpPh8HFzQvqdYoz67zFczi3SYeuIiMiacBI0GUznIHf4ip3UKnzo4+aI0Z0DEOjpUqN4YlykL8avPYErd4rx9Mpj+GZ8DDoHuRuk/UREZDlYCFEBFkLUH9kqMAAKQ9CEboHoH+EjDzyKPCitwIRvT+H09ftwsLXBkmfaY3iH5npsNRERmQNWgm4gBiD9UlQHSNOtLsoqJZi66Qz+uJALAHirfyim9guFSCRSuvUGERFZNgagBmIA0j9dhBSpVMCiP/7CVwevAgCGd/BD/3AvfLrrrwaFKyIiMk8MQA3EAGReNp3IwgfbUlGlZIsM7iNGRGQduBcYWZXnOwdg7UsxUNZ/xH3EiIioNgYgsgj2tjb1rix7dB8xIiIiLoMni6BukcWjV+5ycjQRETEAkWVQt8ji8gMZ8v/PydFERNZLqwD066+/KnxeJBLByckJISEhCAoKalDDiDShSZFFmZyCMkzekMzJ0UREVkirVWA2NjYQiUSofarsOZFIhO7du2Pbtm1o2rSpzhprKFwFZp5UFVlURATAR+yEIzP7cjiMiMjM6X0VWEJCAmJiYpCQkICCggIUFBQgISEBXbp0wW+//YZDhw4hLy8P77zzjlY3QKSNuEhfrBwbDR+x+nuOcXI0EZF10moIbOrUqfj666/x+OOPy5/r168fnJycMGnSJFy4cAGff/45XnnlFZ01lEgdcZG+GBDhIy+ymJ5bjOUHrqg8Txc71RMRkfnQqgcoIyNDYdeSm5sbrl6trsobGhqKe/fuNax1RFqwtREhNtgDwzs0R7cQT7XOachO9UREZH60CkCdOnXCjBkzcPfuXflzd+/exbvvvouYmBgAQHp6Ovz9/XXTSiItySZH1ze7p5mrA3eUJyKyMloFoDVr1iAzMxMtWrRASEgIQkJC0KJFC1y7dg3ffPMNAKC4uBgffPCBThtLpClbGxHmDY0AAKUhqLRcguNX8+q9jkQqICkjD9tTbiEpI48VpYmIzJzWe4FJpVLs2bMHly9fBgC0bt0aAwYMgI2N+ReX5iowy6NoB3ovV0c0crDF9bxS2IiAGQPb4LVerSASiVSeyxpCRESmh5uhNhADkGVStAN9pUSK97em4pfkmwCAARHe+OyZKIgb2QP4Z2l97V8SbrBKRGR6DBKASkpKcPDgQWRlZaGioqLGa2+++aY2lzQZDEDWRRAEbDxxAx/+egEVEilaejjjv2Oi0cbHDd0X7a/R8/Mo1hAiIjIteg9AZ86cweDBg1FaWoqSkhK4u7vj3r17cHZ2hpeXl3wlmLliALJO528WYPL/TuPm/YdwtLPBS48H4qtDqv8ub/xXV8QGexighUREVB+9F0KcNm0ahg4divv376NRo0Y4fvw4rl+/jk6dOuGzzz7TqtFExtauhRi/vdEdvVs3Q3mVVK3wA7CGEBGROdIqAKWkpODtt9+GjY0NbG1tUV5eDn9/fyxevBjvvfeerttIZDDHr+bhr+xCjc5hDSEiIvOjVSVoe3t7+WovLy8vZGVlITw8HGKxGDdu3NBpA4kMRdmEZ2Vkc4CU1RBSNOmac4WIiEyDVgGoY8eOOHnyJEJDQ9GrVy/MnTsX9+7dw/fff4/IyEhdt5FI7yRSAfN3XFQ7/ADV+4jNGxqhMNRw6TwRkWnTagjs008/ha9v9X/E/+///g9NmzbF5MmTcffuXXz99dc6bSCRIZzIzFe62ktTsp6k2tfLKSjD5A3J2J2arZP3ISIi7WnVA/TYY4/J/7+Xlxd2796tswYRGYO2E5nn77iIARE+8l6g+nqSBFQPm9U+h4iIDM/8yzYT6YC2E5mzC8pwOP2fPfFU9SQJf59zIjNfq/cjIiLd0CoA5eXlIT4+HhEREfD09IS7u3uNHyJzo86mqcrM+uU80nKKAKjfk8Sl80RExqXVENiLL76IK1euYMKECfD29q6zdxKRuZFtmjp5QzJEgEaToXMKyzBs+RHMG9oWgR7Oap3DpfNERMalVSVoV1dXHDlyBFFRUfpok9GxErT1UrR6SxkRgGaujmjj64ZDl6uHwQZH+uB01n3cKSxXGKK4fQYRkf5o8v2tVQ9QmzZt8PDhQ60aR2TK4iJ9MSDCR16/59q9Uny+9zKAmr1Csujy0fC2eCLCB98cuYrFu9OwKzUH7i4O8gnPis5RtnSeiIgMR6seoJMnT2LWrFmYO3cuIiMjYW9vX+N1c+81YQ8QPUrdmj4pNx5g6qYzuJ5XChEAZ0dblJRL6j2HiIh0R+89QE2aNEFhYSH69u1b43lBECASiSCRSJScSWR+avcKPVrVuXa151+ndMenOy9h86kbKCmXoKWHM17oHID2LZqwEjQRkQnRKgCNGTMG9vb2+OGHHzgJmqyCrY2ozo7v9fUM9WnjhdlbzuF6XimWJVzG7EFt0LUVV0gSEZkKrYbAnJ2dcebMGbRu3VofbTI6DoGRKsr2DZP9U2Dl2GhEBzTFOz+fk0+Q7hnWDJ893R5eblwBRkSkD5p8f2tVB+ixxx7jpqdktVRVewaqqz17NHbEty/HYP6wtnC0s8Ghy3cx8PND2J2aY8jmEhGRAloNgb3xxhuYOnUqZsyYgXbt2tWZBN2+fXudNI7IFGlS7Tk22APjHw9EtxAPTN2Uggu3C/HahtN4ulMLzB0aATcne6XXISIi/dFqCMzGpm7HkUgksphJ0BwCo/psT7mFqZtSVB73xfMdMLxDc/njiiop/r33MlYdzIAgAH5iJyx6uj16hDbTY2uJiKyH3leBZWZmatUwIkugbhXn2sc52NlgZlwb9G3jhXd+OovreaV4cc0JjOkSgPcGh8PFsf5fx9orzriqjIhIe1r1AKlryJAh+Oabb+Dra151T9gDRPWRSAV0X7QfOQVlWld7Lq2owsLf/8J3SdcBAP7ujbDk6Sh0beWh8Hh1axEREVkzvU+CVtehQ4dYMZrMnkQqICkjD9tTbiEpIw9AdTVnAHU2T1W32rOzgx0+Gh6J/03sguZNGuFG/kOMXn0cH+24iIcVNYeQZSvOas87yikow+QNydidmt2g+yMiskZ67QFydXXF2bNn0apVK329hV6wB4hk6ut5AaCTXpmiskr8385L2HSyemVlK08XLHkmCp1aNpX3NimbdM29xYiI/qHJ9zcDkAIMQASoV+tHWYVobRxIu4NZv5xDbmE5bETAv3q2wuOtPDF+3QmV5278V9c6hRqJiKyNyQyBEZkrdWv9AEBssAeGd2iO2GCPBvXC9GnthT1v9cKojs0hFYCvDl7FjJ/PqnXunSLVu9cTEdE/GICIFNCk1o8uiZ3tsey5Dlg97jF4uTriTlG5Wud5NnbUaTuIiCwdAxCRAur2qOir52VAhDcSpvfCM51aqHX89M0p+GJvunyitkSqt5FtIiKLoFUdIHW99957cHfnBpBkfrSt9aNL4kb2WPJMFHybOOE/+67Ue2xuUTn+vfey/DGXyBMR1U/tSdC//vqr2hcdNmyY1g0yBZwETbqo9aNL287cxHtbU1FaoV6V9UcnajMEEZG10MsqsNrbX8i2vnj0sYy6W2EcOnQIS5YswenTp5GdnY2tW7dixIgRNY65dOkSZs6ciYMHD6KqqgoRERH45ZdfEBAQoPS6n3/+OVauXImsrCx4enri6aefxoIFC+DkpN6/1hmACPhnFRiAGiHIWOHiaPo9jFnzp9rHc4k8EVkbvawCk0ql8p89e/agQ4cO+P333/HgwQM8ePAAu3btQnR0NHbv3q12Q0tKShAVFYUVK1YofD0jIwPdu3dHmzZtkJiYiHPnzmHOnDn1BpkffvgBs2bNwrx583Dp0iWsWbMGmzdvxnvvvad2u4gAIC7SFyvHRsNHXPPvm4/YySg9K/dK1JsQLaOvidpERJZAqzlAb731FlatWoXu3bvLnxs4cCCcnZ0xadIkXLp0Sa3rDBo0CIMGDVL6+vvvv4/Bgwdj8eLF8ueCg4PrveaxY8fQrVs3vPDCCwCAwMBAjB49Gn/+qfxfzuXl5Sgv/+fLpbCwUK32k+WLi/TVaa2fhtB2vhGXyBMR1aXVKrCMjAw0adKkzvNisRjXrl1rYJOqSaVS7Ny5E2FhYRg4cCC8vLzQpUsXbNu2rd7zHn/8cZw+fRonTlQXj7t69Sp27dqFwYMHKz1nwYIFEIvF8h9/f3+d3ANZBlsbkc5q/TRE5yB3+Iqd6my/oYo+J2oTEZkrrQJQTEwMpk+fjtzcXPlzubm5mDFjBjp37qyTht25cwfFxcVYuHAh4uLisGfPHowcORKjRo3CwYMHlZ73wgsv4KOPPkL37t1hb2+P4OBg9O7du94hsNmzZ6OgoED+c+PGDZ3cA5Eu2dqIMGdIhMJJ2cr4iqt7rIiIqCatAtDatWuRnZ2NgIAAhISEICQkBAEBAbh16xbWrFmjk4ZJpVIAwPDhwzFt2jR06NABs2bNwpNPPolVq1YpPS8xMRGffvop/vvf/yI5ORlbtmzBzp078fHHHys9x9HREW5ubjV+iEzN7tRsfLzzokbnhPu6oaxSvUUJRETWRKs5QCEhITh37hwSEhLw119/AQDCw8PRv3//GqvBGsLT0xN2dnaIiIio8Xx4eDiOHDmi9Lw5c+bgxRdfxMSJEwEA7dq1Q0lJCSZNmoT333+/zmo2InOgbF8yGXEjOxQ8rJI/drK3QVmlFPv/uoMn/n0IH49oi75tvA3TWCIiM6B1IUSRSIQnnngCPXv2hKOjo86Cj4yDgwNiYmKQlpZW4/nLly+jZcuWSs8rLS2tE3JsbW0BAHrc95VIb+rblwyoXu7u7GCHKX1CcOP+Q7R0d8aLsYFIupqH97eex837D/HK+lMY0s4Xc4dGwNuNc4KIiLTqDpFKpfj444/RvHlzNG7cGJmZmQCqe180GQIrLi5GSkoKUlJSAACZmZlISUlBVlYWAGDGjBnYvHkzVq9ejStXrmD58uXYsWMHXn/9dfk1xo0bh9mzZ8sfDx06FCtXrsSmTZuQmZmJhIQEzJkzB0OHDpUHISJzou6+ZP+36y98l3QdH++8hF5LDuBhRRX2TOuJV3u2gq2NCDvPZ6P/0oP4Lukat8ogIqunVQD65JNPsH79eixevBgODg7y5yMjI/HNN9+ofZ1Tp06hY8eO6NixIwBg+vTp6NixI+bOnQsAGDlyJFatWoXFixejXbt2+Oabb/DLL7/UWH6flZWF7Oxs+eMPPvgAb7/9Nj744ANERERgwoQJGDhwIL766ittbpXI6LRZxp5TUIbJG5Jx6PJdzB4cjh1TuqODfxMUlVdh7vYLGLXyGC7cLtCqPRKpgKSMPO47RkRmTe1K0I8KCQnBV199hX79+sHV1RVnz55Fq1at8NdffyE2Nhb379/XR1sNhpWgyZQkZeRh9OrjGp9XuxK0RCrghz+vY/HuNBSVV8HWRoQJ3YPwVv9QODuoNxq+OzUb83dcrNEjxX3HiMhU6KUS9KNu3bqFkJCQOs9LpVJUVlZqc0kiUkLb+j+1K0Hb2ojwYmwg9r7dC4Pb+UIiFfD1oavoufgAEi7mqLyebCJ27eE4WW/T7tRsJWcSEZkerQJQREQEDh8+XOf5n3/+WT6cRUS6YWsjwryh1ashtVlqUHsI7UzWfZzJ+qeX9l5xBf713WmMXHEU2QUPFV6jvonYsufm77jI4TAiMhtarQKbO3cuxo8fj1u3bkEqlWLLli1IS0vDd999h99++03XbSSyerJ9yWoPP6nj0UrQ9S2nP3PjAXovScSMga3x0uOBsLP9599H6k7EPpGZj9hgD43aR0RkDFoFoOHDh2PHjh346KOP4OLigrlz5yI6Oho7duzAgAEDdN1GIkLdfck8Gzvi7R9TkFtYrjDQyOYAySpBq1pODwDlVVJ8svMSvk+6jlHRzdE5yAOdg9zVnojNfceIyFxoXQeoR48eSEhI0GVbiEgF2b5kMh8Oa4vJG5IhAmoEG9lQ2byhEfK9y1T14jx67vX8Uvx7bzqAdHi7OeKFzgFqtY/7jhGRudBqDtDJkycV7q7+559/4tSpUw1uFBGpRzY05iOuGTx8xE5YOTa6xsosdXtnavcQ5RaW/x2G6sd9x4jInGjVAxQfH493330XXbp0qfH8rVu3sGjRIoXhiIj0o/bQmJdrdRCpvWu9vntn5gyJqPOeRESmSqsAdPHiRURHR9d5vmPHjrh4UbPNGomo4WoPjSkiW06fU1Cm0Y7y6mrq4qD6ICIiE6HVEJijoyNyc3PrPJ+dnQ07O62nFRGRHjV0Ob0qnABNROZEqwD0xBNPYPbs2Sgo+KeU/oMHD/Dee+9xFRiRCVM2Z8jdxb7B1+YEaCIyJ1pthXHr1i307NkTeXl58sKHKSkp8Pb2RkJCAvz9/XXeUEPiVhhk6SqqpPg+6Rqu55eipbszXujSEn2XJmo9PNbY0Q4n3usHZ0f2ABOR8Wjy/a1VAAKAkpIS/O9//8PZs2fRqFEjtG/fHqNHj4a9fcP/JWlsDEBkyZTt5zUsyhdfH8oEUHdJvaDg/9cW6OGMj4ZHomdYMz20mohINYMEIEvGAESWSlklaNmcoEk9g/Dr2WyFm50CqBOcfNwcMaS9L3aczcadonIAwOB2PvhgSAT8mjTSefslUkHlajcisl56D0Dfffddva+PGzdO00uaFAYgskQSqYDui/YrLYYoqxx9cEYfnL5+X2HIUBZAisoq8fnedKw/dg0SqYBG9rZ4s18oJnQPgoOdVlMN6+BO9ESkit4DUNOmTWs8rqysRGlpKRwcHODs7Iz8/HxNL2lSGIDIEiVl5GH06uMqj9v4r65a7+d1KbsQc7en4uS16s1WWzVzwUfDItE91FOr68mo6rmqXfSRiKyTJt/fWv3T7P79+zV+iouLkZaWhu7du2Pjxo1aNZqI9MsQ+3mF+7rhx1djsezZKHg2dsDVuyUYu+ZPxP+QrHSneVW4Ez0R6YNu+qYBhIaGYuHChZg6daquLklEOqTuMvWGLmcXiUQYFd0C+97ujZceD4SNCNh5Lhv9lh7EqoMZqKiS1nu+RCogKSMP21NuISkjD8ev5qm9Ez0Rkbp0umbVzs4Ot2/f1uUliUhHVFWCrr17fEOJG9njw2Ft8cxjLTB3+wWcvn4fC3//Cz+duoGPhkeiW0jdYTFF83yaNFJvZSkLMRKRJrQKQL/++muNx4IgIDs7G8uXL0e3bt100jAi0i1ZJWh1d49vqEcnTE8fEIZbDx5i0e9/IeNuCcZ88yeGtPPF+0PC5avFlM3zefCwUq3307bniivLiKyTVpOgbWxqjpyJRCI0a9YMffv2xdKlS+Hra96TETkJmiyZIVZTKXuPGQPDcPZGAb4/fh1SAWhkb4spfUPwcrdA9Ft6sN6hLmVkPVdHZvbVOLhwZRmRZWEdoAZiACJLp89eD3VWbAW4u2Der/+sFvNxc0JOoXbhR3ZNTQMLV5YRWR4GoAZiACLSjrq1ho7M7AsbEbAt5RY+3fUX7v5dRFGVJo3sawyJadtbo0k7ORxGZD40+f5Wew7Q9OnT1W7AsmXL1D6WiCzHicx8tVdsxQZ7YGTHFugf7o3xa08iOeu+yut/+XxHXL5TJN/D7MXYQK0KLWraTiKyPGoHoDNnztR4nJycjKqqKrRu3RoAcPnyZdja2qJTp066bSERmQ1tag0dvXIPZ1SEHxEAsbM9ZvxyrsZQ2TdHMrXqATJETSQiMm1qB6ADBw7I//+yZcvg6uqKb7/9Vl4V+v79+3j55ZfRo0cP3beSiMyCprWG6ity+CgBwIPSSgA1V4TlFJThtQ3JeKVbIAZE+Kg9l8lQNZGIyHRpVQhx6dKlWLBgQY0tMZo2bYpPPvkES5cu1VnjiMi8yGoNKYsgIlTP25HVGlI1FKWKLDitPXoNo1cfR/dF+7E7NVvn7SQiy6NVACosLMTdu3frPH/37l0UFRU1uFFEZJ5ktYYA1AkXimoN6XqIKaegDJM3JKsMQZq2k4gsj1YBaOTIkXj55ZexZcsW3Lx5Ezdv3sQvv/yCCRMmYNSoUbpuIxGZkbhIX6wcGw0fcc3hIx+xU52l5boeYtJkb7ABET54q38YxLUqTStqJxFZHq0qQa9atQrvvPMOXnjhBVRWVo/J29nZYcKECViyZIlOG0hE5icu0hcDInxU1hpSZ3sOdxcH5JVUqP3e6qzgUrblxsvdAjGlbyh7foisQIPqAJWUlCAjIwMAEBwcDBcXF501zJhYB4jIcGQFCQHF23OseCEaH++8qPFcoS+e74DhHZorfT8WQCSyPJp8fzdoN/js7GxkZ2cjNDQULi4uYE1FItKUqiGzwe195fN1NKFoeK2+VWeaDJ8RkfnTaggsLy8Pzz77LA4cOACRSIT09HS0atUKEyZMQNOmTbkSjIg0omrILC7SFxO6BWLN0WtqXa+Zq6PCFVwsgEhEMlr1AE2bNg329vbIysqCs7Oz/PnnnnsOu3fv1lnjiMh62NqIEBvsgeEdmiM22KPOPJz+ET5qX+tBaQXe/fksfjp1A0kZefIeHRZAJCIZrXqA9uzZgz/++AMtWrSo8XxoaCiuX7+uk4YRET1K1YRp4J89vLILyvBL8i38knwLAODj5ogPh7VlAUQiktOqB6ikpKRGz49Mfn4+HB0dG9woIqLa6qvdIzOxR5DCIa6cwnK8tiEZ90sqWACRiABoGYB69OiB7777Tv5YJBJBKpVi8eLF6NOnj84aR0T0KGUTpn3FTvhydEd5j48y7/x8FtP6hQJgAUQia6fVMvgLFy6gb9++iI6Oxv79+zFs2DBcuHAB+fn5OHr0KIKDg/XRVoPhMngi0yaRCjUmTN8vKccH21ORX1Kp8lwXB1sMbu+Lw5fvIqewXP68r9gJc4aEo6mLY721i4jIdGny/a3xHKDKykq8+eab2LFjBxISEuDq6ori4mKMGjUK8fHx8PVl/Qwi0i/ZhGmguq5P/A9nVG6oKlNSIcFPp24iuJkLZsUFwbeJ098hqqJOvSFfsZNWu80TkenTqgeoWbNmOHbsGEJDQ/XRJqNjDxCReZBIBXRftF+jIokTewRhS/It5P9dXbp/uBd6hHriw1/r1geqrzhi7V4o9hYRGZ8m399aBaBp06bB0dERCxcu1LqRpowBiMg8JGXkYfTq42odK1shdmRmXxSXV+E/+9Lx7bFrqFJR9PDR82QBR9FWGuwtIjI+vQ6BAUBVVRXWrl2LvXv3olOnTnW2wFi2bJk2lyUi0oim9XpkE5zFjewx58kIjO4cgHd+OouUGw+UnlO7OKKyrTRkO9FzKw0i86BVAEpNTUV0dDQA4PLlyzVeE4nYBUxEhqFuvR4PFwf838jIOsEkxKsxXu4WiKmbUlRe405RmcqtNESo3kpjQIQPh8OITJxWAejAgQO6bgcRkcbUKY7o7mKPpNn94GCnuOqHJsURuZUGkeVo0GaoRETGVF9xRNHfP5+ObKc0/AD/hKj6+mtcHG0R4efGrTSILAgDEBGZNVW7yauaj6NOhemScgn6LzuIS9mFarWJW2kQmT6tVoFZOq4CIzI/DV2Wrmhll4+bI0Z0bI7fU3NwPa8UAGBvK0KlRPF/NhWtGCMiw9H7MnhLxwBEZJ2UhajyKgnWH72GL/dfQXF5lcJz66sZRESGwQDUQAxARKTI3aJyLEu4jE0ns1D7v5ysA0RkfJp8f3MOEBGRmpq5OmLBqHbY9WYPPP7IKi9xI3u80TcUAyJ8jNg6ItIEe4AUYA8QEakiCAL2XrqDT3ddQua9EgBAuK8b5jwZjseDPY3cOiLrxCGwBmIAIiJ1VVRJ8V3SNXyxLx1FZdXzg56I8MZ7g8MR6Omi4mwi0iUGoAZiACIiTeWXVODfCZfxw4ksSKQC7G1FGBcbiDf7hkLsbG/s5hFZBQagBmIAIrJuDVlSn55bhP/bdQmJaXcBAE2d7fFW/zC80CUA9racdkmkTwxADcQARGS9dLXT+8HLd/HJbxeRfqcYABDczAXvDwlHn9Ze3DORSE8YgBqIAYjIOinb6V3bGj9VEik2nbyBZQmXkV9SAQDoEeqJ94eEo40P/9tCpGtmtQz+0KFDGDp0KPz8/CASibBt27Yar4tEIoU/S5Ysqfe6K1asQGBgIJycnNClSxecOHFCj3dBROZO1U7vQPVO7xKp+v9mtLO1wdiuLZE4ozde7dkKDrY2OJx+D4O/OIzZW87jblG5TtpORJozegAqKSlBVFQUVqxYofD17OzsGj9r166FSCTCU089pfSamzdvxvTp0zFv3jwkJycjKioKAwcOxJ07d/R1G0Rk5jTZ6V1Tbk72mD04HHun98KgSB9IBWDjiSz0XnIAKw5cQVmlpM45EqmApIw8bE+5haSMPI2CFxGpZlJDYCKRCFu3bsWIESOUHjNixAgUFRVh3759So/p0qULYmJisHz5cgCAVCqFv78/3njjDcyaNavO8eXl5Sgv/+dfYoWFhfD39+cQGJEV2Z5yC1M3pag87ovnO2B4h+YNeq+T1/LxyW8XcfZmAQDAT+yEd+PaYFiUH2xsRNidmo0Pf72AnMJ//rvk4+aID4e1ZaVponqY1RCYJnJzc7Fz505MmDBB6TEVFRU4ffo0+vfvL3/OxsYG/fv3R1JSksJzFixYALFYLP/x9/fXeduJyLSpu4O7LnZ6jwl0x9bXu+Hz5zrAT+yE2wVleGtzCkb+9yiW70/HaxuSa4QfAMgpLMdrG5KxOzW7we9PRGYWgL799lu4urpi1KhRSo+5d+8eJBIJvL29azzv7e2NnJwchefMnj0bBQUF8p8bN27otN1EZPo6B7nDV+wEZeuzRKheDdY5yF0n72djI8KIjs2x/53emDGwNVwcbHH2ZgE+23O53vNmbTlf73AYh86I1GNn7AZoYu3atRgzZgycnBr+L7BHOTo6wtHRUafXJCLzYmsjwryhEZi8IRkioMZkaFkomjc0Qu16QOpysrdFfJ8QPPuYP2b+fA770+qfq/igtBLHM/LQLbTudhu6WsJPZA3Mpgfo8OHDSEtLw8SJE+s9ztPTE7a2tsjNza3xfG5uLnx8uFEhESkXF+mLlWOj4SOu+Y8sH7GTxkvgNdXM1RERfq5qHZt09V6d52RL+GtP5M4pKMNkDp0R1WE2PUBr1qxBp06dEBUVVe9xDg4O6NSpE/bt2yefTC2VSrFv3z5MmTLFAC0lInMWF+mLARE+WleCbhh136PmcaqW8ItQvYR/QISPge6DyPQZvQeouLgYKSkpSElJAQBkZmYiJSUFWVlZ8mMKCwvx008/Ke396devn3zFFwBMnz4dq1evxrfffotLly5h8uTJKCkpwcsvv6zXeyEiy2BrI0JssAeGd2iO2GAPg4WG2GAPtY7zcq05ZK/PJfxElsroPUCnTp1Cnz595I+nT58OABg/fjzWr18PANi0aRMEQcDo0aMVXiMjIwP37v3TJfzcc8/h7t27mDt3LnJyctChQwfs3r27zsRoIiJT0rWVB5o42+NBaWW9x8399QJOXb+Pd+Nao0VTZ9wpUh5+HqXucUTWwKTqAJkKboVBRMayOzUbr21IVvp611bu+DMzH4IAONjZ4OVugegc6I4J355See05Q8Lh6epo4GE9IsPhXmANxABERMZUXQjxInIKFa/mSr1VgE93XcKxjDwA1TvOS6QCCsuqlF7TRgQ8uiKeq8PIEjEANRADEBEZm0Qq1DsRWxAE7P/rDhb8/heu/L3jvCa03eCVyJQxADUQAxARmYsqiRSbT93AvxMu415xRZ3Xa/f8PEqE6iX+R2b25XAYWQSL3QqDiIhqsrO1wZguLZE4ow/e7BsCJ/t//rPe0sNZafgBuDqMrBsDEBGRHhlqa4rGjnaY/kRrJL7TB4//vZz+el6pWudydRhZI6MvgycislTG2Joi5cZ9JP09OVpdutjglcjcsAeIiEgPjLE1RX0VoRXR9QavROaEAYiISMdUbU0BVG9NoevhMFUVoRW1RR8bvBKZAwYgIiIdM9bWFNrM5fnp1E2k5xbptB3mzFBztsj4OAeIiEgBVXV46mOsrSnUncszvX8o7hSVY+PJG9j31x0cSLuD52ICMK1/KLzcrHc+kDHmbJHxMAAREdXS0C9CdYOIricfdw5yh6/YCTkFZQqH32R1f+L7hsLWRoSXuwdh0e9/Yc/FXGw8kYVtZ27hXz1bYVLPVmjsaHpfDw0JparI5mzV/nOTzdliwUjLw0KICrAQIpH1UvZFqEnlZIlUQPdF+1UGEX0UIJS1H0CN966v/Scy8/HprktIufEAAODZ2AFT+4fh+Rh/2NuaxkwJffbOyD4vZcOWLBhpPlgIkYhIC7qavGxrI8K8oREA/gkeMrLH+pp8HBfpi5Vjo+Ejrtm75CN2UhreOge5Y+vrj+O/Y6IR6OGMe8UVmLMtFQP/fQi7U3Ng7H8n63tFnbHmbJFxmV4fJxGRkWjyRRj7d7FBZWRBpHavhY8B5pTERfpiQISPRsNFIpEIg9v5YkCENzaeyMIXe9Nx9V4JXttwGp1aNsV7g9ugU0vDL5dXFUpFqA6lAyJ8tA6UxpqzRcbFAERE9DddfxFqE0R0xdZGVG9IUzafxt7WBuNiAzGyY3N8fegqVh++itPX7+OplUkY2NYb78a1QXCzxnpvv4wuQ6kyxpqzRcbFAERE9Dd9fBGqCiLGoM58Glcne7z9RGuM7doS/064jB9P3cAfF3Kx99IdPB/jj6n9Qw0SCAzRO6Pu5HEWjLQsnANERPQ32Rehsv4ZS6icrOl8Gm83Jyx8qj3+eKsn+od7QSIV8L8/s9B7SSKWJVxGcXmVXttriN4ZY87ZIuNhACIi+pulfxE2ZJJ3qLcrvhkfg82TuqKDfxOUVkjwn33p6LX4AL49dg0VVVK9tNlQoVSbyeNk3rgMXgEugyeybpZaEC8pIw+jVx9XedzGf3Wtd9hOEATsTs3B4j/SkHmvBADQ0sMZMwa2xpB2vhCJ/okruqjdo83Sfm3ps9YQ6Z8m398MQAowABGRJX4Rbk+5hambUlQe98XzHTC8Q3OVx1VKpNh08ga+2JuOe8XlAICoFmLMGhSO2GAPlUFSkz9jfdcBsrTP2loxADUQAxARWSJd9QDVVlJehdWHr+LrQ1dRWiEBALT1c8OF24V1jpXFikk9g/Dr2WyNAo0+goql9vZZKwagBmIAIiJLpO8K1XeLyvGffenYeCILVVpsIqqPIS0ZReEp4WJOg6t+k2lhAGogBiAislSGmE+zNfkWpv2YotW5+th2QlEvj4+bI8qqpHhQWmmwdpD+cSsMIiJSyBCrnWwa8M2i620nlC77LyxXGn700Q4yPSyESERkZfRdoVoXBRIbUthQNtyVU1iGj3+7oHC4zxDtINPGAEREZIX0WaH6fkk5bESAFtOA5LQNUYqGuxqC219YLgYgIiLSmd2p2Yj/4YzWvS4N2XZCNtyli4mt3P7C8nEOEBER6UR9laZlbETAv3oEKX1dgHbVttV5b3VZQtVvUo0BiIiIdELVzu1A9bBY3zbeWDU2Gr5ixcNLO85lyytM6/K91eUjdsKKF6IhbuSA7Sm3kJSRp3B7EDJvHAIjIiKdyCl4qNZxd4rKMLxD8xoTsSEAB9LuYPvZ29h5Lht/pObguRh/TO0XCi831fNwGjpZeUQHP7Ro2gixrTxR8LACH+9kcURLxzpACrAOEBGRZnanZuO9ranIL6lQeWx9laYv3i7E4j/+QmLaXQCAk70NXukWhFd7BUPcyF7pNdWtcq1KE2d7hcvjWRzRPLAOEBERGYxs8rGq8KPOzu0Rfm5Y/3JnbJrUFdEBTVBWKcV/EzPQc/EBrDqYgYd/b7VRm6pd49WlrDaQrKdg/o6LHA6zEAxARESkNU0nH6s7sbhrKw/8MvlxrB73GMK8G6PgYSUW/v4Xen92AD/8mYVKibTOOc/HBOhkErQyLI5oWTgHiIiItKbu5GN3F3t8OrKdRsNHIpEIAyK80beNF7aduYVlCZdx68FDvLf1PFYfvoq3nwjD4Ehf7LmYo9PaP6qwOKJlYAAiIiKtqRsG5jzZVuu5M7Y2IjzVqQWejPLFxj+z8OX+K8i8V4IpP5xBgPtfyMpXb/K1rrA4omXgEBgREWlN3TDgo8ZKLlUc7WzxUrcgHHy3D6YPCENjRzuDh58mzvYsjmghGICIiEhrqiYfqzPxWVONHe3wZr9QLH02SuNzZe3xcXPUasL0y48HsTiihWAAIiIirdnaiDBvaAQA1AkU+q6oXFapeEWYMo+258NhbWs8p44mzvaY0jdEo/ck08UAREREDRIX6YuVY6PhU6uys4/YSa91czSdi/Noe5S1uT4LR7Vj748FYSFEBVgIkYhIcxKpIK/s7OVaPeylz8AgkQrovmg/cgrK6l3+bm8rQlxbH8wb1haejR2VtvnavRKsPZqJgodVNY5p4myPhaM0W8FGxsFCiEREZHC2NiLEBntgeIfmiA320HtviTrDb62auaBSImDHuWz0WZKI/+xLR3F5VY1rxAZ7wNHOBp/vTa8TfgCgQElxRDJvDEBERGS26ht+WzU2Gvum98Lalx5DuK8bisqrsCzhMnouPoBvDl+VzyFSp5gjK0BbHg6BKcAhMCIi86Jq+E0qFbArNRvL9lzG1b93mvdxc8Ib/UIQ4O6MF9ecUPke9e1hRqZBk+9vFkIkIiKzJxvKUsbGRoQn2/shrq0PtiTfwud7L+N2QRne35oKz8YOar0HK0BbFgYgIiKyGna2Nng2xh/DO/rhhz+zsOLAFdwrVr2DPaDeqjNDTwQn7TEAERGR1XG0s8XL3YLw7GP+WHc0E0v3XFY6B0iE6jlFqoo57k7NrrMnma/YCfOGRnAFmQniJGgiIrJaLo52mNI3FJ89077e41QVc9ydmo3JG5LrbMiaU1CGyRuSsTs1WyftJd1hACIiIosmkQpIysjD9pRbSMrIq7OaSyIV4NfEGRO6BaKJc92BkXBfN/g1aVTv9ZWtIpM9x1VkpodDYEREZLFUDUspet3dxQEDwr1wr7gCBy/fxcXsQgxbfhQD23pj+oDWaO3jWuM9TmTm1+n5eZQAILugDCcy87mKzIQwABERkcWoWdm5FJ/vrTu3RzYsNalnEL4+lFnn9fslFfjx1E2sHBuNeUPb4vN9l7HtzC38cSEXey7mYliUH6b2C0WrZo0BqL86jKvITAvrACnAOkBEROZHUW+OMiIAIhGgbFRKNvH5yMy+sLURIT23CP/eexm7zucAqF52P6pjc7zZLxQ37z/E6NXHVb4n6wjpH7fCICIis6Nqrk59lE1CVkaA8vAje102bAUAod6u+O+YTvjtje7o18YLEqmAn07fRN+lifjt3G14uToq3VlehOphN1WryMiwOARGRERG15Al5OpsZaGt2sNWkc3FWPNSDJKz7mPZnss4cuUe/vdnFuxsRArfXxaKVK0iI8NjDxARERlVQ5eQq5qE3BDKih9GBzTFholdsGlSV8QENkXV391JtSOOj9gJK8dGsw6QCWIAIiIio9HFEnJ9TC5Wd9iqaysP/PhqLL57pTOiWojlbXa0s8Go6ObY9WYPhh8TZfQAdOjQIQwdOhR+fn4QiUTYtm1bjddFIpHCnyVLlii95oIFCxATEwNXV1d4eXlhxIgRSEtL0/OdEBGRpjRZQq6MOltUaEPdYSuRSISeYc2wLb4bVo+r3nm+vEqKLcm30GvJAXy5Lx3F5VV6aSNpz+gBqKSkBFFRUVixYoXC17Ozs2v8rF27FiKRCE899ZTSax48eBDx8fE4fvw4EhISUFlZiSeeeAIlJSX6ug0iItKCLpaQdw5yh6/YSekkZG281T9M454bkUiEARHe2PlGd/x3TDRCvRqjsKwKSxMuo8ei/Vh1MAOlFQxCpsLok6AHDRqEQYMGKX3dx8enxuPt27ejT58+aNWqldJzdu/eXePx+vXr4eXlhdOnT6Nnz54NazAREemMur039R1nayPCvKERmLwhGSKgxnCa7PG0/qEI9HRBem4Rlh/IUPl+gZ7OarVLERsbEQa388XAtj747dxtfL43HZn3SrDw97/wzeGreK1XMMZ2bQkne1ut34Mazug9QJrIzc3Fzp07MWHCBI3OKygoAAC4uyseyy0vL0dhYWGNHyIi0j9VvTfqzsWJi/TFyrHR8BHXDEo+YiesGhuNqf3DMLxDc3QLaaZWu3QxrGZrI8LwDs2RMK0nPnsmCv7ujXCvuAKf7LyEXksO4LukayivkjT4fUg7Ru8B0sS3334LV1dXjBo1Su1zpFIp3nrrLXTr1g2RkZEKj1mwYAHmz5+vq2YSEZGaVPXeAOrPxYmL9MWACB95JWgv1+rg9Oi5ssCVU1CmdNm6Oju/1+fRatSyNjzdqQWGd/DDz6dv4st96bhdUIa52y9gZWIG4vuE4NnH/OFgZ1Z9EmbPpCpBi0QibN26FSNGjFD4eps2bTBgwAB8+eWXal9z8uTJ+P3333HkyBG0aNFC4THl5eUoLy+XPy4sLIS/vz8rQRMRGUhD6gBp816TNyQDUBy4GrJsXZ37KK+S4MeTN7DiQAZyCquPa96kEd7oG4KnOrWAvS2DkLY0qQRtNgHo8OHD6NmzJ1JSUhAVFaXW9aZMmYLt27fj0KFDCAoKUrsd3AqDiMjwFPWc6Kt4oD4ClyxY1f5SVRasyiol2HQiCysSM3C3qPof4f7ujfBm31CM7NgcdgxCGrPIAPTSSy8hNTUVp06dUnkdQRDwxhtvYOvWrUhMTERoaKhG7WAAIiKyfLoMXBKpgO6L9itd0l97b7FHlVVKsOH4daw6mIF7xRUAgEAPZ7zZLxTDOzRnBWkNmNVeYMXFxUhJSUFKSgoAIDMzEykpKcjKypIfU1hYiJ9++gkTJ05UeI1+/fph+fLl8sfx8fHYsGEDfvjhB7i6uiInJwc5OTl4+PChXu+FiIi005B9wLRlayNCbLAHhndojthgjwYFjYbUM3Kyt8XEHq1w6N0+eG9wG7i7OOBaXimm/3gWA5YdxLYztwzy52FtjD4J+tSpU+jTp4/88fTp0wEA48ePx/r16wEAmzZtgiAIGD16tMJrZGRk4N69e/LHK1euBAD07t27xnHr1q3DSy+9pLvGExFRgxly/o++6KKekbODHSb1DMaYLi3xXdJ1fHUoA1fvleCtzSn4z/50TO0Xiifb+7FHSEdMagjMVHAIjIjIMDSdN2OqkjLyMHr1cZXHbfxXV8QGe6h1zeLyKnx77BpWH76KB6WVAIAQr8Z4s18ohrTzZRBSwKyGwIiIyDrpYh8wU6GrekaPauxoh/g+ITj8bh+880QYxI3sceVOMd7ceAZxnx/CjrO3ITWDPxtTxQBERERGoYt9wEyFrJ4RUHdHeE3rGdXm6mSPKX1DcWRmH7w9IAxuTnZIv1OMNzaeQdwXh/DbOQYhbTAAERGRUehi3owpqa8atS6G8lyd7PFGv1AcmdUX0/8OQpdzizHlBwYhbXAOkAKcA0REpH/6mDdjCgxVz6jgYSXWHc3EmiOZKCqr3mQ19O85QoOtdI6Q2dYBMhUMQERE+iernaNqWwpFtXN09f6GKryoTwUPK7H+6DWsOXIVhY8EoTescLI0A1ADMQARERmGPrelUPW+5r70vrbCsuog9M3hf4KQta0aYwBqIAYgIiLDMXQYsZSl98ooCkLBzVzwRt9QDI2y7DpCDEANxABERGRYhhqOasiWFeamsKwS3x6triMkC0KtPF0wpW8IhkX5WeReYwxADcQARERkmSx14nV9isoq8e2xa/jmSKa8oGKghzPi+4RY3KarLIRIRESkgKUtvVfHP3WE+uLduNZo6myPa3mlmPHzOfRdehCbT2ahUiI1djMNjgGIiIishperk+qDNDjOnDR2tMPrvUNwZGZfzB7UBh4uDsjKL8XMX86jz2eJ2HgiCxVV1hOEGICIiMhq6GPLCnPj4miHV3sF4/DMPvhgSDg8Gzvi5v2HmL3lPHovOYDvk66hrFJi7GbqHQMQERFZDX1uWWFunB3sMLFHKxx+tw/mPBkBL1dH3C4ow5ztF9BryQGsPZJp0UGIk6AV4CRoIiLLZol1gBqqrFKCH0/dwMrEDPmfi2djR7zasxXGdA2As4OdkVuoGleBNRADEBGR5bOUStC6Vl4lwS+nb+G/iVdw8/5DAIC7iwMm9gjCuNhANHY03SDEANRADEBERGTtKiVSbD1zC/89cAXX8koBAOJG9nilWxBe6hYIcSN7I7ewLgagBmIAIiIiqlYlkWLHudv4cv8VXL1bAgBwdbTDuMdbYkL3VnB3cTByC//BANRADEBEREQ1SaQCdp3PxvL9V5CWWwQAaGRvi7FdA/Cvnq1MonQAA1ADMQAREREpJpUKSLiUiy/3pyP1ViEAwNHOBqM7B2BSz1bwa9LIaG1jAGogBiAiIqL6CYKAxMt38eW+dCRnPQAA2NuK8HSnFpjcKwQBHs4GbxMDUAMxABEREalHEAQcy8jDf/al48/MfADV9ZaGR/nh9T7BCPFyNVhbGIAaiAGIiIhIcycy8/Hl/nQcTr8HABCJgEGRPojvE4K2fmK9vz8DUAMxABEREWnv7I0HWHHgCvZczJU/17eNF+L7hKBTy6Z6e18GoAZiACIiImq4v3IK8d8DGfjt3G1I/04bjwd7YErfEMS28oBIpNvCkwxADcQAREREFu3+fWDVKuD774HcXKBFC+Dll4GJE4HGjXX+dpn3SrAy8Qq2JN9C1d9JKDqgCb4e9xg8Gzvq7H00+f7mZqhERETW5OZNICYG+Oij6v+dMQMIDwfefRfo3h3Iz9f5WwZ5umDx01FInNEb42JbwsHOBiXlErg7G6+IInuAFGAPEBERWawBA4DLl4HERCAo6J/nU1OB3r2BJ54AfvhBr024U1SGO4XliGyu24nR7AEiIiKiui5dAvbuBRYtqhl+ACAyEpg7F/jpJyAnR6/N8HJ10nn40RQDEBERkbU4frz6f0eMUPz6yJFAVRVw+rTBmmQsDEBERETWwta2+n/LyxW/Lnvezs4w7TEiBiAiIiJr0bdvdQjasEHx6xs2AC4uQNeuhm2XETAAERERWYsWLYDnngPee696ErSMIAC//gosXFi9FF5s3Pk5hmD5fVxERET0j1WrgCefBPr0ATp3rl4Cn5ICnD0LDB1aPUHaCrAHiIiIyJq4ugL79gFbtgDNmwPp6UDr1sDvvwPbtgGOuitMaMrYA0RERGRt7OyqV3yNHGnslhgNe4CIiIjI6jAAERERkdVhACIiIiKrwwBEREREVocBiIiIiKwOAxARERFZHQYgIiIisjoMQERERGR1GICIiIjI6jAAERERkdXhVhgKCIIAACgsLDRyS4iIiEhdsu9t2fd4fRiAFCgqKgIA+Pv7G7klREREpKmioiKIxeJ6jxEJ6sQkKyOVSnH79m24urpCJBLp9NqFhYXw9/fHjRs34ObmptNrmwJLvj9LvjeA92fOLPneAN6fOTP0vQmCgKKiIvj5+cHGpv5ZPuwBUsDGxgYtWrTQ63u4ublZ3F/0R1ny/VnyvQG8P3NmyfcG8P7MmSHvTVXPjwwnQRMREZHVYQAiIiIiq8MAZGCOjo6YN28eHB0djd0UvbDk+7PkewN4f+bMku8N4P2ZM1O+N06CJiIiIqvDHiAiIiKyOgxAREREZHUYgIiIiMjqMAARERGR1WEA0oMVK1YgMDAQTk5O6NKlC06cOFHv8T/99BPatGkDJycntGvXDrt27TJQSzWzYMECxMTEwNXVFV5eXhgxYgTS0tLqPWf9+vUQiUQ1fpycnAzUYvV9+OGHddrZpk2bes8xl88NAAIDA+vcn0gkQnx8vMLjTf1zO3ToEIYOHQo/Pz+IRCJs27atxuuCIGDu3Lnw9fVFo0aN0L9/f6Snp6u8rqa/u/pQ371VVlZi5syZaNeuHVxcXODn54dx48bh9u3b9V5Tm7/f+qLqs3vppZfqtDUuLk7ldU3hswNU35+i30ORSIQlS5YovaapfH7qfAeUlZUhPj4eHh4eaNy4MZ566ink5ubWe11tf18bigFIxzZv3ozp06dj3rx5SE5ORlRUFAYOHIg7d+4oPP7YsWMYPXo0JkyYgDNnzmDEiBEYMWIEUlNTDdxy1Q4ePIj4+HgcP34cCQkJqKysxBNPPIGSkpJ6z3Nzc0N2drb85/r16wZqsWbatm1bo51HjhxReqw5fW4AcPLkyRr3lpCQAAB45plnlJ5jyp9bSUkJoqKisGLFCoWvL168GP/5z3+watUq/Pnnn3BxccHAgQNRVlam9Jqa/u7qS333VlpaiuTkZMyZMwfJycnYsmUL0tLSMGzYMJXX1eTvtz6p+uwAIC4urkZbN27cWO81TeWzA1Tf36P3lZ2djbVr10IkEuGpp56q97qm8Pmp8x0wbdo07NixAz/99BMOHjyI27dvY9SoUfVeV5vfV50QSKc6d+4sxMfHyx9LJBLBz89PWLBggcLjn332WWHIkCE1nuvSpYvw6quv6rWdunDnzh0BgHDw4EGlx6xbt04Qi8WGa5SW5s2bJ0RFRal9vDl/boIgCFOnThWCg4MFqVSq8HVz+dwEQRAACFu3bpU/lkqlgo+Pj7BkyRL5cw8ePBAcHR2FjRs3Kr2Opr+7hlD73hQ5ceKEAEC4fv260mM0/fttKIrub/z48cLw4cM1uo4pfnaCoN7nN3z4cKFv3771HmOqn1/t74AHDx4I9vb2wk8//SQ/5tKlSwIAISkpSeE1tP191QX2AOlQRUUFTp8+jf79+8ufs7GxQf/+/ZGUlKTwnKSkpBrHA8DAgQOVHm9KCgoKAADu7u71HldcXIyWLVvC398fw4cPx4ULFwzRPI2lp6fDz88PrVq1wpgxY5CVlaX0WHP+3CoqKrBhwwa88sor9W72ay6fW22ZmZnIycmp8fmIxWJ06dJF6eejze+uqSgoKIBIJEKTJk3qPU6Tv9/GlpiYCC8vL7Ru3RqTJ09GXl6e0mPN+bPLzc3Fzp07MWHCBJXHmuLnV/s74PTp06isrKzxWbRp0wYBAQFKPwttfl91hQFIh+7duweJRAJvb+8az3t7eyMnJ0fhOTk5ORodbyqkUineeustdOvWDZGRkUqPa926NdauXYvt27djw4YNkEqlePzxx3Hz5k0Dtla1Ll26YP369di9ezdWrlyJzMxM9OjRA0VFRQqPN9fPDQC2bduGBw8e4KWXXlJ6jLl8borIPgNNPh9tfndNQVlZGWbOnInRo0fXu9Gkpn+/jSkuLg7fffcd9u3bh0WLFuHgwYMYNGgQJBKJwuPN9bMDgG+//Raurq4qh4hM8fNT9B2Qk5MDBweHOmFc1Xeg7Bh1z9EV7gZPWomPj0dqaqrKcejY2FjExsbKHz/++OMIDw/HV199hY8//ljfzVTboEGD5P+/ffv26NKlC1q2bIkff/xRrX+dmZM1a9Zg0KBB8PPzU3qMuXxu1qyyshLPPvssBEHAypUr6z3WnP5+P//88/L/365dO7Rv3x7BwcFITExEv379jNgy3Vu7di3GjBmjcoGBKX5+6n4HmDL2AOmQp6cnbG1t68x4z83NhY+Pj8JzfHx8NDreFEyZMgW//fYbDhw4gBYtWmh0rr29PTp27IgrV67oqXW60aRJE4SFhSltpzl+bgBw/fp17N27FxMnTtToPHP53ADIPwNNPh9tfneNSRZ+rl+/joSEhHp7fxRR9ffblLRq1Qqenp5K22pun53M4cOHkZaWpvHvImD8z0/Zd4CPjw8qKirw4MGDGser+g6UHaPuObrCAKRDDg4O6NSpE/bt2yd/TiqVYt++fTX+Nf2o2NjYGscDQEJCgtLjjUkQBEyZMgVbt27F/v37ERQUpPE1JBIJzp8/D19fXz20UHeKi4uRkZGhtJ3m9Lk9at26dfDy8sKQIUM0Os9cPjcACAoKgo+PT43Pp7CwEH/++afSz0eb311jkYWf9PR07N27Fx4eHhpfQ9Xfb1Ny8+ZN5OXlKW2rOX12j1qzZg06deqEqKgojc811uen6jugU6dOsLe3r/FZpKWlISsrS+lnoc3vq87odYq1Fdq0aZPg6OgorF+/Xrh48aIwadIkoUmTJkJOTo4gCILw4osvCrNmzZIff/ToUcHOzk747LPPhEuXLgnz5s0T7O3thfPnzxvrFpSaPHmyIBaLhcTERCE7O1v+U1paKj+m9v3Nnz9f+OOPP4SMjAzh9OnTwvPPPy84OTkJFy5cMMYtKPX2228LiYmJQmZmpnD06FGhf//+gqenp3Dnzh1BEMz7c5ORSCRCQECAMHPmzDqvmdvnVlRUJJw5c0Y4c+aMAEBYtmyZcObMGflKqIULFwpNmjQRtm/fLpw7d04YPny4EBQUJDx8+FB+jb59+wpffvml/LGq311TuLeKigph2LBhQosWLYSUlJQav4fl5eVK703V329Tub+ioiLhnXfeEZKSkoTMzExh7969QnR0tBAaGiqUlZUpvT9T+exU3Z9MQUGB4OzsLKxcuVLhNUz181PnO+C1114TAgIChP379wunTp0SYmNjhdjY2BrXad26tbBlyxb5Y3V+X/WBAUgPvvzySyEgIEBwcHAQOnfuLBw/flz+Wq9evYTx48fXOP7HH38UwsLCBAcHB6Ft27bCzp07Ddxi9QBQ+LNu3Tr5MbXv76233pL/WXh7ewuDBw8WkpOTDd94FZ577jnB19dXcHBwEJo3by4899xzwpUrV+Svm/PnJvPHH38IAIS0tLQ6r5nb53bgwAGFfxdl9yCVSoU5c+YI3t7egqOjo9CvX786992yZUth3rx5NZ6r73fXUOq7t8zMTKW/hwcOHJBfo/a9qfr7bUj13V9paanwxBNPCM2aNRPs7e2Fli1bCv/617/qBBlT/ewEQfXfTUEQhK+++kpo1KiR8ODBA4XXMNXPT53vgIcPHwqvv/660LRpU8HZ2VkYOXKkkJ2dXec6j56jzu+rPoj+bgwRERGR1eAcICIiIrI6DEBERERkdRiAiIiIyOowABEREZHVYQAiIiIiq8MARERERFaHAYiIiIisDgMQERERWR0GICIyisDAQHz++efGbobB9O7dG2+99Zaxm0FEf2MAIiKrt3HjRtja2iI+Pt7YTSEiA2EAIiKrt2bNGrz77rvYuHEjysrKjN0cIjIABiAi0ovevXtjypQpmDJlCsRiMTw9PTFnzhw8uv1gaWkpXnnlFbi6uiIgIABff/11jWvMnDkTYWFhcHZ2RqtWrTBnzhxUVlbKXz979iz69OkDV1dXuLm5oVOnTjh16pT89SNHjqBHjx5o1KgR/P398eabb6KkpKTGe2RmZuLYsWOYNWsWwsLCsGXLlhqvr1+/Hk2aNMEff/yB8PBwNG7cGHFxccjOzpYfU1VVhTfffBNNmjSBh4cHZs6cifHjx2PEiBFK/3zKy8vxzjvvoHnz5nBxcUGXLl2QmJioyR8xETUAAxAR6c23334LOzs7nDhxAl988QWWLVuGb775Rv760qVL8dhjj+HMmTN4/fXXMXnyZKSlpclfd3V1xfr163Hx4kV88cUXWL16Nf7973/LXx8zZgxatGiBkydP4vTp05g1axbs7e0BABkZGYiLi8NTTz2Fc+fOYfPmzThy5AimTJlSo43r1q3DkCFDIBaLMXbsWKxZs6bOfZSWluKzzz7D999/j0OHDiErKwvvvPOO/PVFixbhf//7H9atW4ejR4+isLAQ27Ztq/fPZsqUKUhKSsKmTZtw7tw5PPPMM4iLi0N6erpGf8ZEpCW97zdPRFapV69eQnh4uCCVSuXPzZw5UwgPDxcEQRBatmwpjB07Vv6aVCoVvLy8hJUrVyq95pIlS4ROnTrJH7u6ugrr169XeOyECROESZMm1Xju8OHDgo2NjfDw4UNBEARBIpEI/v7+wrZt2wRBEIS7d+8KDg4OwtWrV+XnrFu3TgAgXLlyRf7cihUrBG9vb/ljb29vYcmSJfLHVVVVQkBAgDB8+PAafx5Tp04VBEEQrl+/Ltja2gq3bt2q0b5+/foJs2fPVnr/RKQ77AEiIr3p2rUrRCKR/HFsbCzS09MhkUgAAO3bt5e/JhKJ4OPjgzt37sif27x5M7p16wYfHx80btwYH3zwAbKysuSvT58+HRMnTkT//v2xcOFCZGRkyF87e/Ys1q9fj8aNG8t/Bg4cCKlUiszMTABAQkICSkpKMHjwYACAp6cnBgwYgLVr19a4D2dnZwQHB8sf+/r6yttZUFCA3NxcdO7cWf66ra0tOnXqpPTP5fz585BIJAgLC6vRvoMHD9a4ByLSHztjN4CIrJdsuEpGJBJBKpUCAJKSkjBmzBjMnz8fAwcOhFgsxqZNm7B06VL58R9++CFeeOEF7Ny5E7///jvmzZuHTZs2YeTIkSguLsarr76KN998s877BgQEAKie/Jyfn49GjRrJX5NKpTh37hzmz58PGxsbpe0UHpnLpKni4mLY2tri9OnTsLW1rfFa48aNtb4uEamPAYiI9ObPP/+s8fj48eMIDQ2t86WvyLFjx9CyZUu8//778ueuX79e57iwsDCEhYVh2rRpGD16NNatW4eRI0ciOjoaFy9eREhIiMLr5+XlYfv27di0aRPatm0rf14ikaB79+7Ys2cP4uLiVLZTLBbD29sbJ0+eRM+ePeXXSE5ORocOHRSe07FjR0gkEty5cwc9evRQ+R5EpHsMQESkN1lZWZg+fTpeffVVJCcn48svv6zRg1Of0NBQZGVlYdOmTYiJicHOnTuxdetW+esPHz7EjBkz8PTTTyMoKAg3b97EyZMn8dRTTwGoXkHWtWtXTJkyBRMnToSLiwsuXryIhIQELF++HN9//z08PDzw7LPP1himA4DBgwdjzZo1agUgAHjjjTewYMEChISEoE2bNvjyyy9x//79OteVCQsLw5gxYzBu3DgsXboUHTt2xN27d7Fv3z60b98eQ4YMUet9iUh7DEBEpDfjxo3Dw4cP0blzZ9ja2mLq1KmYNGmSWucOGzYM06ZNw5QpU1BeXo4hQ4Zgzpw5+PDDDwFUz7PJy8vDuHHjkJubC09PT4waNQrz588HUD2/6ODBg3j//ffRo0cPCIKA4OBgPPfccwCAtWvXYuTIkQpDylNPPYUXX3wR9+7dU6utM2fORE5ODsaNGwdbW1tMmjQJAwcOrLena926dfjkk0/w9ttv49atW/D09ETXrl3x5JNPqvWeRNQwIqEhA9lEREr07t0bHTp0sKrtLmSkUinCw8Px7LPP4uOPPzZ2c4hIAfYAERE10PXr17Fnzx706tUL5eXlWL58OTIzM/HCCy8Yu2lEpASXwRMRNZCNjQ3Wr1+PmJgYdOvWDefPn8fevXsRHh5u7KYRkRIcAiMiIiKrwx4gIiIisjoMQERERGR1GICIiIjI6jAAERERkdVhACIiIiKrwwBEREREVocBiIiIiKwOAxARERFZnf8HkeKcCXlt6bsAAAAASUVORK5CYII=", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "62998.0 62999.0 86 1 Parameter('H', value=16.29659353330305, unit=mag) Parameter('G12', value=0.6248040330052437, unit=, bounds=[0, 1])\n", - "[-0.0012476] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_62998\n", - "plots/phase_curve_6098332225018000_62998.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "63305.0 63306.0 89 2 Parameter('H', value=16.29706956018685, unit=mag) Parameter('G12', value=0.6273896443694414, unit=, bounds=[0, 1])\n", - "[-1.46660031 -1.50260855] mag\n", - "[ True True]\n", - "save data/outlier_6098332225018000_63305\n", - "plots/phase_curve_6098332225018000_63305.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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OAxARERFJDgMQERERSQ4DEBEREUkOAxARERFJjpslB/388886twuCAC8vL7Rs2RLNmzevVcGIiIiIbMWiADRq1CgIggBRFLW2q7cJgoA+ffpgy5YtCAgIsEpBiYiIiKzFoiawnTt3olu3bti5cycUCgUUCgV27tyJHj164JdffsGBAweQn5+Pt99+29rlJSIiIqo1i2qAXn/9dXz11Vd4+OGHNdsGDhwILy8vTJ06FefPn8fnn3+OF154wWoFJSIiIrIWi2qAUlNT4efnV2O7n58frl69CgBo1aoV8vLyalc6IiIiIhuwKADFxsZi1qxZuHXrlmbbrVu38M4776Bbt24AgMuXL0Mul1unlERERERWZFET2IoVKzBy5Eg0bdpUE3IyMzMRFRWFn376CQBQWlqKv/3tb9YrKREREZGVCGL1oVwmUiqV2LFjBy5dugQAaNOmDR577DG4uDj/1ELFxcWQyWRQKBQ6m/qIiIjI8Zjz/LY4ANVnDEBERETOx5znt0VNYABQVlaG/fv3IyMjA/fu3dP67LXXXrP0tEREREQ2Z1EASkpKwtChQ3H79m2UlZUhMDAQeXl58Pb2RnBwMAMQEREROTSLOuy8+eabGD58OAoLC9GgQQMcPXoU6enpiI2NxaeffmrtMhIRERFZlUUBKDk5GW+99RZcXFzg6uqK8vJyyOVyLFq0CHPnzrV2GYmIiIisyqIA5O7urhntFRwcjIyMDACATCZDZmam9UpHREREZAMW9QGKiYnBiRMn0KpVKzz66KN4//33kZeXh7Vr16J9+/bWLiMRERGRVVlUA/SPf/wDYWFhAID/+7//Q0BAAKZNm4Zbt27hq6++smoBiYiIiKyN8wDpwHmAiIiInI85z2/nn7aZiIiIyEwWBaD8/HxMnz4d7dq1Q1BQEAIDA7Vepjpw4ACGDx+O8PBwCIKALVu21NjnwoULGDFiBGQyGXx8fNCtWzdNp2t9Nm3ahLZt28LLywsdOnTAr7/+au4lEhERUT1mUSfoiRMn4sqVK5gyZQpCQkIgCIJFX15WVoZOnTrhhRdewJgxY2p8npqaij59+mDKlClYsGAB/Pz8cP78eXh5eek955EjRzB+/HjEx8fjiSeewPfff49Ro0YhMTGRHbSJiIgIgIV9gHx9fXHo0CF06tTJegURBGzevBmjRo3SbHv66afh7u6OtWvXmnyecePGoaysDL/88otmW8+ePdG5c2csX75c5zHl5eUoLy/XvC8uLoZcLmcfICIiIidi8z5Abdu2xZ07dywqnKmUSiW2bduG1q1bY/DgwQgODkaPHj10NpNVlZCQgEGDBmltGzx4MBISEvQeEx8fD5lMpnnJ5XJrXAIRERE5KIsC0Jdffon33nsP+/fvR35+PoqLi7Ve1nDz5k2Ulpbio48+QlxcHHbs2IHRo0djzJgx2L9/v97jcnJyEBISorUtJCQEOTk5eo+ZM2cOFAqF5sXJHImIiOo3i/oA+fv7o7i4GAMGDNDaLooiBEFAZWVlrQumVCoBACNHjsSbb74JAOjcuTOOHDmC5cuX49FHH631d6h5enrC09PTaucjIiIix2ZRAJowYQLc3d3x/fff16oTtCFBQUFwc3NDu3bttLZHR0fj0KFDeo8LDQ1Fbm6u1rbc3FyEhoZavYxERETknCwKQOfOnUNSUhLatGlj7fJoeHh4oFu3brh48aLW9kuXLiEyMlLvcb169cLu3bvxxhtvaLbt3LkTvXr1slVRiYiIyMlYFIC6du2KzMzMWgeg0tJSXLlyRfM+LS0NycnJCAwMREREBGbNmoVx48bhkUceQf/+/bF9+3Zs3boV+/bt0xwzadIkNGnSBPHx8QCA119/HY8++igWL16MYcOGYcOGDTh58iSX6CAiIiINi4bBb9q0CR988AFmzZqFDh06wN3dXevzjh07mnSeffv2oX///jW2T548GatXrwYArFy5EvHx8cjKykKbNm2wYMECjBw5UrNvv3790KxZM83+6vL97W9/w7Vr19CqVSssWrQIQ4cONfn6uBQGERGR8zHn+W1RAHJxqTl4TBAEq3aCticGICIiIudjzvPboiawtLQ0iwpGRERE5AgsCkCGOiFXNWzYMHzzzTcICwuz5GuIiIiIbMKmq8EfOHDA5jNGExEREZnLpgGIiIiIyBExABEREZHkMAARERGR5DAAERERkeQwABEREZHk2DQAzZ07F4GBgbb8CiIiIiKzmTwT9M8//2zySUeMGGFxgRwBZ4ImIiJyPjaZCXrUqFFa79VLX1R9r+bsS2EQERFR/WZyE5hSqdS8duzYgc6dO+O3335DUVERioqK8Ouvv6JLly7Yvn27LctLREREVGsWLYXxxhtvYPny5ejTp49m2+DBg+Ht7Y2pU6fiwoULVisgERERkbVZ1Ak6NTUV/v7+NbbLZDJcu3atlkUiIiIisi2LAlC3bt0wc+ZM5Obmarbl5uZi1qxZ6N69u9UKR0RERGQLFgWglStXIjs7GxEREWjZsiVatmyJiIgIXL9+HStWrLB2GYmIiIisyqI+QC1btsSZM2ewc+dO/PHHHwCA6OhoDBo0SGs0GBEREZEjMnkeIH3u3r0LT0/PehV8OA8QERGR8zHn+W1RE5hSqcTChQvRpEkTNGzYEGlpaQCAefPmsQmMiIiIHJ5FAejDDz/E6tWrsWjRInh4eGi2t2/fHt98843VCkdERERkCxYFoG+//RZfffUVJkyYAFdXV832Tp06afoEERERETkqiwLQ9evX0bJlyxrblUolKioqal0oIiIiIluyKAC1a9cOBw8erLH9v//9L2JiYmpdKCIiIiJbsmgY/Pvvv4/Jkyfj+vXrUCqV+PHHH3Hx4kV8++23+OWXX6xdRiIiIiKrsqgGaOTIkdi6dSt27doFHx8fvP/++7hw4QK2bt2Kxx57zNplJCIiIrKqWs8DVB9xHiAiIiLnY/N5gE6cOIFjx47V2H7s2DGcPHnSklMSERER1RmLAtD06dORmZlZY/v169cxffr0WheKiIiIyJYsCkApKSno0qVLje0xMTFISUmpdaGIiIiIbMmiAOTp6Ync3Nwa27Ozs+HmZtHAMiIiIqI6Y1EAevzxxzFnzhwoFArNtqKiIsydO5ejwIiIiMjhWVRd8+mnn+KRRx5BZGSkZuLD5ORkhISEYO3atVYtIBEREZG1WRSAmjRpgjNnzuC7777D6dOn0aBBAzz//PMYP3483N3drV1GIiIiIquyuMOOj48Ppk6das2ySMLdikoIAuDp5mp8ZyIiIrIJiwLQt99+a/DzSZMmWVSY+i6z4DZe/S4RneQyfDiqg72LQ0REJFkWBaDXX39d631FRQVu374NDw8PeHt7MwDpkXqrFOduKHD2ugIx8gA8GdvU3kUiIiKSJItGgRUWFmq9SktLcfHiRfTp0wfr16+3dhnrjX5tgvH6wFYAgLmbzyLlRrGdS0RERCRNFgUgXVq1aoWPPvqoRu0QaXttQCv0a9MY5feVmPbdKSjuVNi7SERERJJjtQAEAG5ubrhx44Y1T1nvuLgI+HxcZzQNaID0/Nt464dkKJVcj5aIiKguWdQH6Oeff9Z6L4oisrOzsWTJEvTu3dsqBavP/L09sPzZWIxZdgS7LtzEsv2pmN6/pb2LRUREJBmCKIpmVz+4uGhXHAmCgMaNG2PAgAFYvHgxwsLCrFZAeyguLoZMJoNCoYCfn5/NvmfjiQzM/t9ZuAjAmhe6o2+rxjb7LiIiovrOnOe3RTVASqXSooKRtnHdIpCYXoSNJzPx2vok/PJaXzTxb2DvYhEREdV7Vu0DROZbMPIhdGgiQ+HtCry67hTK71fau0hERET1nsk1QDNnzjT5pJ999plFhZEiL3dXfDmhC4YvOYTTWQr8fWsK/m80J0kkIiKyJZMDUFJSktb7xMRE3L9/H23atAEAXLp0Ca6uroiNjbVuCSVAHuiNz8d1xvOrT+C7YxnoEsFJEomIiGzJ5AC0d+9ezb8/++wz+Pr6Ys2aNQgICACgmhzx+eefR9++fa1fSglQT5L4+a7LmLv5LKLD/NAuXE8HLlEEBKFuC0hERFSPWNQHaPHixYiPj9eEHwAICAjAhx9+iMWLF1utcFJTdZLEl9edRFbh7T8/LC8HPv8ciI4GXF0BX1/gueeAc+fsVVwiIiKnZVEAKi4uxq1bt2psv3XrFkpKSmpdKKlST5IY2cgbmQV38JdlCbicWwLcuQMMGQLMmgV07gwsX6769759QPfuwK5d9i46ERGRU7FoHqBJkybh4MGDWLx4Mbp37w4AOHbsGGbNmoW+fftizZo1Vi9oXaqreYD0yVHcxcQVx3D5Zin8vd3xW+FuhC3/N7BjB1C1ifHOHWD0aODkSSAzE2jAIfRERCRd5jy/LaoBWr58OYYMGYJnnnkGkZGRiIyMxDPPPIO4uDh8+eWXFhWa/hQq88KmV3ohJsIfJaV34fbN17gxZrx2+AFUgWfJEiA/H/jhB/sUloiIyAlZFIC8vb3x5ZdfIj8/H0lJSUhKSkJBQQG+/PJL+Pj4WLuMkuTv7YHvXuyB4cECGpcW4v37kfjljI511lq2VPULSkys+0ISERE5qVpNhJidnY3s7Gy0atUKPj4+sKA1jQzw9nDDovFdAQAN7pThr+uTsPZouvZOogiUlACennYoIRERkXOyKADl5+dj4MCBaN26NYYOHYrs7GwAwJQpU/DWW29ZtYBS59EkDGLXrngt8zBEpYh5W87hi92X/wybu3YBWVnAsGH2LSgREZETsSgAvfnmm3B3d0dGRga8vb0128eNG4ft27dbrXCkIrzzDlolH8HGjF/gWVGOxTsv4e+/pECZcFQ1FL5HD+CRR+xdTCIiIqdh0WKoO3bswO+//46mTbVnK27VqhXS09P1HEUWe+op4OOP0ePdd3Gm4QYcbtwKjVcXwiU3FZUdO8J1yxZOjEhERGQGi2qAysrKtGp+1AoKCuDJvii28c47wOXL8Hz1FUTLA3G1kRwvj56LPk8uwqasCiiV7H9FRERkKosCUN++ffHtt99q3guCAKVSiUWLFqF///5WKxxV06IF8NFHCNv3Oxpt2YQ/eg1C9u37mPXfMxi59DCOpxVY5WsqlSISUvPxU/J1JKTmo5LhioiI6hmLJkI8f/48BgwYgC5dumDPnj0YMWIEzp8/j4KCAhw+fBgtWrSwRVnrjL0nQjRV+f1KrDlyDV/svoKS8vsAgKEdQjFnSDTkgTVr6Eyx/Vw2FmxNQbbirmZbmMwL84e3Q1z7MKuUm4iIyBbMeX6bHYAqKioQFxeH+Ph47Ny5E6dPn0ZpaSm6dOmC6dOnIyzM+R+SzhKA1PJKy/HZzkvYcDwDShHwcHXBC32aY3r/FvD1cjf5PNvPZWPaukRU/4VQ9y5a9mwXhiAiInJYNg1AANC4cWMcOXIErVq1sriQjszZApDaHznF+PCXCzh0JQ8AENTQA2893gZju8rh6mK4k3SlUkSfj/do1fxUJUA1Q/Wh2QOMnouIiMgebL4UxrPPPosVK1ZYVDiynbahflg7pTtWTO6K5kE+yCu9hzk/nsXgzw9g+7lsgxNVHk8r0Bt+AEAEkK24a7V+RkRERPZkUQC6f/8+li1bhq5du+Lll1/GzJkztV6mOnDgAIYPH47w8HAIgoAtW7bU2OfChQsYMWIEZDIZfHx80K1bN2RkZOg95+rVqyEIgtbLy8vLkst0SoIgYGB0CH5/4xHMe6Id/L3dceVmKV5Zl4iRSw/j4OVbOoPQzRL94ceS/YiIiByZRfMAnTt3Dl26dAEAXLp0SeszwYz5aMrKytCpUye88MILGDNmTI3PU1NT0adPH0yZMgULFiyAn58fzp8/bzTQ+Pn54eLFixaVqb7wcHPBlD7N8VTXpvjmwFV8cygNZ7IUmLjiOHpGBeKduLboEhGg2T/Y17SQaOp+REREjsyiALR3716rfPmQIUMwZMgQvZ+/9957GDp0KBYtWqTZZsoIM0EQEBoaanI5ysvLUV5ernlfXFxs8rGOzs/LHTMfb4NJDzfDl3tTse5oOo5eLcCYL49gUHQI3h7cGm1D/dC9eSDCZF4Gm8EAoLDsXh2VnIiIyHZqtRiqLSmVSmzbtg2tW7fG4MGDERwcjB49euhsJquutLQUkZGRkMvlGDlyJM6fP29w//j4eMhkMs1LLpdb6SocR1BDT7w/vB32zuqHcV3lcBGAXRdyMeRfB/HGhiRkFtzGvGHRRs+zcFuK1rxAnDOIiIickUWjwGxBEARs3rwZo0aNAgDk5OQgLCwM3t7e+PDDD9G/f39s374dc+fOxd69e/Hoo4/qPE9CQgIuX76Mjh07QqFQ4NNPP8WBAwdw/vz5Gkt3qOmqAZLL5U43CswcqbdK8dmOS9h2VrWQrYsA9G4RhIMPRpAZMm9YNJ7r3Rw7U3I4ZxARETkMmw+Dt4XqAejGjRto0qQJxo8fj++//16z34gRI+Dj44P169ebdN6KigpER0dj/PjxWLhwoUnHOOsweEucu67AZzsvYc8fN806zt/bHUW3K2ps55xBRERkLzYfBl8XgoKC4Obmhnbt2mltj46ONjgKrDp3d3fExMTgypUr1i5ivdC+iQwrn+uGn2f0RmxkgPEDHtAVfgDVcHkRwIKtKWwOIyIih+WwAcjDwwPdunXTGs0FqEadRUZGmnyeyspKnD17tl7MUG1LHZv644eXe8HPy6J+8TVwziAiInJk1nnaWai0tFSrZiYtLQ3JyckIDAxEREQEZs2ahXHjxuGRRx7R9AHaunUr9u3bpzlm0qRJaNKkCeLj4wEAf//739GzZ0+0bNkSRUVF+OSTT5Ceno4XX3yxri/P6bi6CPhLbFOsPHzNKufbmZKDXi0aWeVcRERE1mTXGqCTJ08iJiYGMTExAICZM2ciJiYG77//PgBg9OjRWL58ORYtWoQOHTrgm2++wf/+9z/06dNHc46MjAxkZ2dr3hcWFuKll15CdHQ0hg4diuLiYhw5cqRGUxrp9lg706cPMOan5Bt6m8E4eoyIiOzJYTpBOxIpdYKuztiaYOZa/1JP9GrRCJVKEcfTCnCz5C6u5ZVh/fEM5BT/OfKOo8eIiKi2zHl+27UJjByPq4uA+cPb4ZV1iVY5X47iDrafy8YHP6cgp1h/qMpR3MUr6xLx5qBWaBbkg2BfL3RvHsiFV4mIyCYYgKiGuPZheHNQa/xz1yXjOxtx+Eoe/pt43eh+6mrIf+66rNnGWiEiIrIVhx0FRvY1Y0BLhPp51vo8W89kG99JjxzFXUxbl4jt5yw/BxERkS4MQKSTq4uAD0Y8BAF/Tm5oifL7SouPVdcKcU4hIiKyNgYg0iuufRiWPdsFoTLtFeD9vd3h7+1eJ2UQwTmFiIjI+tgHiAyKax+Gx9qFakZwqTsnA8CSPZe1+uzY0s0S64xKIyIiAhiAyASuLoLOCQ1fH9QaijsVVps40ZAgn9r3RyIiIlJjExjVijUnTjTkrU2n2RmaiIishgGIaqV780CEybxq1VHaFLnFHBFGRETWwwBEtaKeOBGo3WgxYzgijIiIrIkBiGrN0GgxwHrBiCPCiIjIWtgJmqxC32ixnSk5WLA1xWpriwHA5ZslBleZr7ruGJfUICIiXbgYqg5SXgzVFtSB5PCVPCzZe6XW5xMEYGDbYIzrFoH+bRrDzfXPiszt57JrBC4uqUFEJA1cDJUcinoYvTXm8vFwFXCvUsSuCzex68JNBDX0wMjOTfBkl6bIKCjDtHWJqJ7o1UtqLHu2C0MQEREBYACiOhTs62V8Jz3UDVj/Hh+DlsG+2HQyE/9LzEJe6T2sOJSGFYfS4OYi1Ag/gKrvkADgg5/Pw9fLHXml5WwaIyKSODaB6cAmMNuoVIro8/Ee5Cju6gwqVbkIQNXBXrqasSoqlThw6Rb+l5iFHedzcd/M0WFsGiMiql/MeX4zAOnAAGQ7289lY9q6RADQGYKm9G6GQe1CERsZgFPphSZ3ZP7+WDrmbj5nVlnUZ2PTGBFR/cA+QOSw1EPmTemobGikV3XNgxqaXRZ109iCrSl4rF2owYDFkWVERPULAxDVOX1D5msTKNQzUpvSvFZV1bmF9AUujiwjIqp/2ASmA5vAnJOx5jVDRsc0wbtD2iLEz0urtuda3m18vutSjfOx+YyIyPGwD1AtMQA5L121NaYSBKBF44a4WXwXxXfvG98fQKjMC4dmD9BZe8VmMyKiusU+QCRZ1ZvXgnw88dam08gt1t805uflhpbBvkjMKMSVm6Umf5eh5jM2mxEROTauBUb1jnrixZGdm6B3qyB8MEL3Yq3Cg9eiv3TEpld6IdjX06Lvqz7Bo7oprnotlHpCRq5oT0RkfwxAVO/pW6w1VOal6cOjqjEqt+j8QT5/BqdKpYgFW1P0TsgIcEV7IiJHwCYwkgRjI89qs0zHT6evI0TmhZbBDXE8rcBg/yNTRp0REZHtMQCRZKibxnSpzTIdP5zMwg8ns9DEvwHahfmadIw11kUjIiLLMQARwfJ5hKq6XnQH14vumLRvbQIXERHVHvsAEUFVOzR/uO7O0tYWJlM1v5mrUikiITUfPyVfR0JqPvsRERHVAmuAiB7Qt0yHtfl5uWH1kWsY2DYYzYJ8TDqGw+qJiKyLEyHqwIkQpU17JugyrDqchqI7xidGrC7Qxx0FZRWa924uQo0V66Ma+2BAm2AMiA5Gt2aBcHetWSmrHlbP2aiJiAzjTNC1xABEgP7gYap/juuMUD8vrVFnWYW3sTMlF3v+uInjaQVagcjXyw2PtG6MgW2D0a9NMAJ9PFCpFNHn4z0Ga6Qa+Xjg0OwBSM4s4qzTRCRpDEC1xABEpgQPY9a/1NPgUPfiuxU4dDkPuy/cxN6LN1FQdk/zmSAAMXJ/tGjcEJtOZRn9LgHa65+xeYyIpIgBqJYYgCghNR/jvz5q0bHG1gjTpVIp4nRWEfZcuIndf9zEhexii767ahkANo8RkbRwLTCiWrJ0nh518Jg/vJ1ZTVCuLgK6RASgS0QA3h7cBjeK7mD/pVv436ksnEwvNLsc4oOyLNiagsfahbI5jIioGg6DJ9LB1Hl6An3ctd5XXV6jNsL9G2B89whsfLkXQv0sW6Os6qzTRESkjTVARDoYmxhR3cy1f1Z/nEovtFnnY1cXAR+MeAivrEu0+BzWnnW66ig5drgmImfFAESkg3pixGnrEmt0MK7azOXh5mLzNb0eaxcKf293FN2uML6zDt8dzUBZeSUeaR2EpgHeACwPMZyPiIjqC3aC1oGdoEnNER74temQXV1UkA8iG3kjObMIhVUClfqaDC0Yy/mIiMjRcRRYLTEAUVX2bvL5Kfk6Xt+QbPHxT8U2RVpeGZIyi4wun1G9pqlqMIr9cKfeWihLRr4REVkbR4ERWZGhVeTrQm0XTu3TKgifPNUJRbfvof+n+7RqfqqrHnByFHcxbV0inugYarAJrmqHa3v+rIiITMVRYEQOTt0h29J6FXWAupBdYjD86CI+eG09k2PS/tbucE1EZCsMQEQOztKV6gVorzxfF+GktrVVhlQqRSSk5uOn5OtISM032pxHRGQIm8CInIC+leoDvN1ReLvC4Eg1dZ8cW4YTQNV/SB22rM0ROqMTUf3CTtA6sBM0OSpdHbJ3puSYFA4qlaLBjsy11T7cD6/0a4GHWwQh0MfD4vNUv8bCsnuY/j1HnxGRcRwFVksMQORsTBmpZmkAEqBanNWcFqeHwv3wcIsgBDX0QKCPB5oGeJs0ek5XTY+Lge+2xugze4/yIyLr4SgwIokxZaTa8bQCi8IPALzUtzm+OpAGADpnxp7evwXuVihx6HIeLuaW4PyNYpy/ob2gq6+nG17t3wJTH2mhM2D8euYGXv0+qcZ2Q8GrtqPP2LRGJF0MQEQSYUkn6NAqYSAmIsCksLDxeAZm/3i2xrlKyu/j4+0X8cWeK+jTMgi9H7xaNPbBb2dzMGN9zfBjqt/OZQOAWbU3+iZ2VA/9Z9MaUf3GJjAd2ARG9ZGpM0rPGxaNIF9Pnc1BxpqLKpUi+ny8RyskGSNr4A7FHev0SzK19sZYOTmxI5FzYhMYEdVg6gKvz/Vurvehb6yp7XhagUnhZ1xXOTILb+NkeqHVwg9geu2NsXJyYkei+o/zABFJhKH5hHQNm7eEqc1sD7dshO9f6omvJ3a1+Lt0UQe7BVtTDM4TtCuFEzsSSR0DEJGEqOcTCpVpzwkUKvOySp8XU+caUu9XdOderb5PF3XtzerDaTonTdx+LhsrDl8zq5xEVP+wCYxIYuLahxlc9b02TG1mU0+YaMuAsXDbBc2/qy7qumBritFjq5eTiOof1gARSZC6L8/Izk3Qq0Ujq3X0NbeZzZR1zgQrFE3dN2jJnism9VESATzdLaL2X0xEDosBiIisypxmNlPWOfv30zEIk9Wupki9qOvKw1dNPuafuy6hz8d7sP3BEPvquDYZkXPjMHgdOAyeqPbMmWHZ2ISE289l45V1iXVVdA19y21wAkUix8SlMGqJAYio7hkLTL+euYEZ65PMWpLDGqrPCaRvAkWuTUZkf+Y8v9kERkQOwVi/pKEdw7FkfJdaf0/3ZgFm7V91TqBKpYgFW1N0dvA2dQg+ETkGBiAichpDO4Zh+bNdLOoTJEDVTLV+ai8sf7YLQvw8zTr+al6pWRMoEpFj4zB4InIqVYfx5xTfxcJfzqOgzPBs0tVHoFU9x+Ert7Bkb6rR731v8zmTgxcnUCRyfAxAROR0qi7J0cDdBdMedJDW1/AUqqODsvoc3ZsH4n+J1/XOXQQAbi4C7itFk9c44wSKRI6PTWBE5NT0DbsP9HHHlN7NsP6lnjg0e4DejslVh+LrM6VPM5z82yB8MT4G3h6uBvf18XCF4k4FFLett8YZEVmfXUeBHThwAJ988glOnTqF7OxsbN68GaNGjfqzcHpmQFu0aBFmzZql97xLly7FJ598gpycHHTq1AlffPEFunfvbnK5OAqMyPmYM+xel/hfU/CfA2k6PxPw5+gufaPAahwjANGhfugZ1Qg9owLRvXkg/L09TC7PvftKrE24hvSC24gM9MbEXs3g4cb/ZyUyxGmGwf/22284fPgwYmNjMWbMmBoBKCcnp8b+U6ZMwZUrVxAVFaXznBs3bsSkSZOwfPly9OjRA59//jk2bdqEixcvIjg42KRyMQARSUulUkSfj/fobeLSNRS++jxAwb6eGNEpDLcrlDh2NR+pt8q0z/EgEPWICkTPqEboYSAQxf+agq8PpmkN+XcRgJf6NsecoYZrq2obBImcmdMEoKoEQagRgKobNWoUSkpKsHv3br379OjRA926dcOSJUsAAEqlEnK5HH/961/x7rvv6jymvLwc5eXlmvfFxcWQy+UMQEQSkZCaj/FfHzW63/qXemr6HhkLGjdL7uLY1QIcvZqPo3oCUZsQ3yo1RI0Q6ONhsCYKAF5+RH8I4gSNJHXmBCCn6QSdm5uLbdu2Yc2aNXr3uXfvHk6dOoU5c+Zotrm4uGDQoEFISEjQe1x8fDwWLFhg1fISkfMwddRW1f2qdsTWJdjXC8M7hWN4p3DNscfT1IGoAFduluKPnBL8kVOC1UeuAQBaBTfE5ZulBsvw9cE0vPV42xrNYfqa5tTroC19JgYBPp6sGSJ6wGkC0Jo1a+Dr64sxY8bo3ScvLw+VlZUICQnR2h4SEoI//vhD73Fz5szBzJkzNe/VNUBEJA2mjtqqzeiuYF8vPNExHE90VAWiWyXlOJ5WgGNpqhqiS7mlRsMPAChFYG3CNUzp+2c3AFMmaKw+izZrhkjqnCYArVy5EhMmTICXl/WHl3p6esLT07xJ0Yio/lCvSq9vKLy6D1D35oFW+87Gvp4Y1jEMwzqqAkh+aTlm/pCM/ZfyjB679+JNDOkQhnD/BgBgdIJGADWWEFHXDHHpDpIqpwhABw8exMWLF7Fx40aD+wUFBcHV1RW5ubla23NzcxEaGmrLIhKRE1MPhZ+2LhECtOcTqj6JorlM7ZTcqKEnHmnV2KQAdOhKPh7+aA/kgQ3Qo3kjuLuaX66qS3c81i6UzWEkOU4xpnLFihWIjY1Fp06dDO7n4eGB2NhYrU7SSqUSu3fvRq9evWxdTCJyYvrmEwqVeVlcS7L9XDb6fLwH478+itc3JGP810fR5+M92H4uW+f+E3s1gyk5pEMTGVxdBGQW3MF/T2Vh/fFMs8umxqU7/lSpFJGQmo+fkq8jITWfa7rVc3atASotLcWVK1c079PS0pCcnIzAwEBEREQAUPXH2bRpExYvXqzzHAMHDsTo0aMxY8YMAMDMmTMxefJkdO3aFd27d8fnn3+OsrIyPP/887a/ICJyalrLbCjuoKDsHgIbekLWwAOVStGsWhJjnZJ1hSoPNxe81Le5SaPASsvv4+S1ggcdqwuQmFFozqVql6nYOZbusOUQf46gkx67BqCTJ0+if//+mvfqjsiTJ0/G6tWrAQAbNmyAKIoYP368znOkpqYiL+/PKuNx48bh1q1beP/995GTk4POnTtj+/btNTpGExHp4uoiQHHnHhb9ftHih6GxTskC9Dc9qYe4G5sHqKGnG/q1CUa/Nqr5zX5Ovo7XNiSbc6kaBaXlxneyM1sGFEvCKjk/h5kHyJFwIkQi6dL3MFTHFFMehpbMK1SdJTNB/33reaw8fM3o91bXvXkgZg5qjc4R/vByN7zUhz1Y457oY+4kmOTY6uU8QEREtlabmpuqLJlXqDoPNxetoe6meKxdqEUB6HhaAZ7++ijcXAR0iQxA92aqpTu6RAagoad9HxPWuif6GBtBJ+LPflKG5n0i58MARET0gLUehnUxr5AuxobzG3P/QR+b42kFwF5Vc2D7cD90exCIujULRICP6euZAYb77ZjSp8fWAcUaYZWcEwMQEdED1noY2mNeIcDwcH5TyRq4YUDbEJxML0BmwR2czlLgdJYC3xxSdcxuHdJQE4hU19lA77kM9dsBYFKfHmvdE31h61pemcHj1KwdVsn+GICIiB6wVs2NLecVMkY9nL96uHARak6GqIvizn2M7SrHP8d1xo2iOzhxrQDH0gpwIq0Al2+W4lKu6vXdsQwAQNOABpoms27NAxEV5ANBEPDrmWy8+n1ijfPnKO7ilXU1t6s/q97p2JJ7Uj3sFJaVY+G2C1o/j0AfdzzZpQm+PnjN4HltFVbJ/tgJWgd2giaSJnWHWGM1N6Z2iLXn0OrqISA2MgD/3n0JS/amGj32X093xsjOTWpsLyi7hxMPht6fuFaA8zeKa8yVE9TQA00DGuB0psKiGqjqP2Nz74mun3ltCKhdJ2uqW+wETURkAWvX3FSdV6iuFyHVtVhr75aNTQpA+mpdAn08MPihUAx+SDWzfmn5fSSmF2pCUXJmEfJK7yGv9J7F5a7ep8ece6JvtFhtxLUPsWgeKHJ8rAHSgTVARNJWXyfFs3YNV3WldyvQ66PdKLlbWeuyVq+FMnZPjA1nr636cP+lgDVARES1YM+aG1uyZd+k7eeyMXfzOauEH6BmLZShe1KpFLH6cJrNwg+gqpXipIj1C2uAdGANEBHVZ9au4bJ205OLAAzrEIbuzQPRtVkgWof46g1l1u7zY0wYJ0V0aOY8vxmAdGAAIqL6zlrratWm6cnUofq+Xm6IjQxAt2aBiI0MQGe5asZqW/T5MYWhGbzJvtgERkREBunqJG0JYxMVVuciAEvGd4GLi+55gN4d0gaNfb1wIq0QJ9MLkJheiJK797Hv4i3su3gLAODuKqB9uAyXckvqPPwAnBSxvmAAIiIii5kbBpaMj8HQjqpmNkP9rB5uEQQAuF+pxB85JThxrQAnr6lGnN0sKUdSZpFVr8McnBSxfmAAIiIii5kaBgJ93PGP0R20+hiZUgvl5uqC9k1kaN9Ehud7N4coisgsuIP/HEjVTMZYlxr5eBicFNFaTYtkewxARERkMVPWH2vk44GEOQONrmZvCkEQENHIG090DLc4APl4uGJizwgsP5Bm9pIhC0e2N6tDNofPO67a/zYSEZFkqYfWA38OpVcTHrz+b3R7q4SfqtTBy5K6lbJ7lVh+IA2hMi+4u5p+hoFtG2ua76pTd8iu3h9KvbzH9nPZFpSUbIkBiIiIakW9/lioTLs5LFTmZda8OZVKEQmp+fgp+ToSUvNrLLNRlaHgZaocxV3cqzS9/ufFvi10bq9UiliwNUVnTZJ624KtKQavh+oem8CIiKjWajt5pCXNR/oWfjWVOc1fAd7uiGrso/MzYyPhqi/vQY6BAYiIiKzC0qH1+ubz0bU6fHVx7cMwoG0IesbvQkFZhVnfa059TOHtCvT4x240a+SNLpEBiH3wah3sa/JIOA6fdywMQEREZDfGmo8EqJqPHmsXqrc26VR6odnhx1Te7q6IjQxAbsldXMotxbX827iWfxs/Jl4HAPh6uqG5npqh6jh83rEwABERkd1Yo/nIljUrX0/uit4tVXMSKW5XICmzEInphTiZXojkzCKUlN/HmSyF0fOEybwMDp+vb5xhOgAGICIishtrNB/ZqmYlTOaFnlF/hi6Ztzv6tQlGvzbBAP6cpDExoxBbT9/AiWuFes/l6eaCrw9eRWxkADo0kcHL3dUmZXYEzjIdAAMQERHZjanhxdB+psxFZIn5w9sZrLWoOknjpF7NEP9rCv5zIE3nvtfyb+Oj3/4AoFrKo124DF0i/NElIgBdIgMQLvOCIDhWDYklatOfq64xABERkd0Ult0zuo+x5iP1kPhp6xLNnthQnzcHtTbrQV2pFPHzacNz/Xi5ucC3gTtulZTjdGYRTmcWYdXhawCAED9PVRiKCECXSH88FO58tUTW6M9VlxiAiIjILiqVIhZuSzG637xh0UYfmPqGxIfJvDBvWDQCfDxxs+Qughp64q0fkpFbXK43KIX6eWLGgJbmXIpJi8Leva/EynGdIQ/0RmKGqi9RYkYRUrKLkVtcjt/O5eC3czkAAA9XF7QL99MEoi4RAaqJHx24lsjZpgNgACIiIrswdSX5AB9Pk85n6lxEH4x4CNPWJeo8h/Dgc3NrKEzty3SrtBwPtwyCPNAbIzs3AQDcuVeJM1lFSMwo0gSj/LJ7SM4sQnJmEVYeVh3r6LVEzjYdAAMQERHZhS0emKbMRRTXPgxTH2mOrw+moerkzC4C8FLf5hb1UalNX6YGHq7oEdUIPR50uBZFERkFt5GYUYikB6HoQnZJjVqiqn2JYiICECP3R9OABnarJbJGf666xABERER2Ya8H5vZz2fjqQFqNJjBRBL46kIaYiACzQ5CxjtgCVEuDmDIUXhAERDbyQWQjH4yOaQoAuH3vPs5mKZCYUYSkDFXTWV5pzb5EjX09ESN/EIgi/NGxqQzeHnXzqLfmz6AuMAAREZFd2OOBaauOuoY6YqvPYmxUmSHeHm41aomyCu9oaomSMgpx/kYxbpWUY0dKLnak5GrK1SbEFzERf4ai5o184GKDTsi2/hlYmyCKIldnq6a4uBgymQwKhQJ+fn72Lg4RUb2lHjYN6H5gWnvYdEJqPsZ/fdTofutf6mnxsh72mgPnbkUlzt9QaJrNkjKKdPax8vNyQ+cHTWadI/wRI/eHv7eH1cphz5+BOc9vBiAdGICIiOpOXT4wf0q+jtc3JBvd719Pd9Z0UjaXI82CnK24g6QMVWfqpIxCnMlSoPy+ssZ+zYN8qgSiALQN84W7q4vF32uvnwEDUC0xABER1a26emDaugbI0VVUKvFHdgmSMx80nWUWIS2vrMZ+nm6qSR7Voaiz3B9N/O3XwdpUDEC1xABERFQ/VSpF9Pl4j9F+R4dmD3CYviq2VvhgyH3Sg2H3pzOLoLhTc3HZoIaeiHkQhjrLVR2sfb3cTf6ee/eVWJtwDekFtxEZ6I2JvZrBw83yWiZdGIBqiQGIiKj+qut+R45KX62bKIpIyyvTNJ0lZxbhQnYx7iu144IgAC0bN1QFogh/dGrqj7ahvnDT0XQW/2uK3mkH5gxtZ7VrYgCqJQYgIqL6zVkW7LQVc6//bkUlzl1XaAJRcmYRsgrv1NjPy90FHZrI0Knpn6FobUIavjp4TW9ZXurbHO8Ns04IYgCqJQYgIqL6z5E6K9clfQuWmlsDpl7TLLlK01lJ+X2LyrTk6Rg80TncomOrYgCqJQYgIiKqj9R9oPQtQVKbPlBKpYireaVIyijCmSxVbdH5GwooTUwZy63Q9GjO89u6vY+IiIjIYZmzYKm5XFwEtAz2xVNd5Vg4qj22/rUPxnePMPn4BVtTUGlqWrICBiAiIiKJqOsFS6OCfEze19LgZSkGICIiIomo6/XXJvZqBnNa0upypXgGICIiIolQr7+mL5MIUI0Gs9b6ax5uLnipb3OT96/LleIZgIiIiCRCvWApgBohyFYLls4Z2s5oCLJ28DIFAxAREZGExLUPw7JnuyBUpl3bEirzstkkkO8Na4clT8fo/MxeK8W71dk3ERERkUOIax+Gx9qF1uk8SE90Doebm1BjAsZQO01AyXmAdOA8QERERLZhywkozXl+swaIiIiI6oyri4BeLRrZuxjsA0RERETSwwBEREREksMARERERJLDAERERESSwwBEREREksMARERERJLDAERERESSwwBEREREksMARERERJLDmaB1UK8OUlxcbOeSEBERkanUz21TVvliANKhpKQEACCXy+1cEiIiIjJXSUkJZDKZwX24GKoOSqUSN27cgK+vLwTBuivjFhcXQy6XIzMzs14utFqfr68+XxtQv6+vPl8bwOtzZvX52oC6vz5RFFFSUoLw8HC4uBju5cMaIB1cXFzQtGlTm36Hn59fvfxlV6vP11efrw2o39dXn68N4PU5s/p8bUDdXp+xmh81doImIiIiyWEAIiIiIslhAKpjnp6emD9/Pjw9Pe1dFJuoz9dXn68NqN/XV5+vDeD1ObP6fG2AY18fO0ETERGR5LAGiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAcgGli5dimbNmsHLyws9evTA8ePHDe6/adMmtG3bFl5eXujQoQN+/fXXOiqpeeLj49GtWzf4+voiODgYo0aNwsWLFw0es3r1agiCoPXy8vKqoxKb7oMPPqhRzrZt2xo8xlnuGwA0a9asxvUJgoDp06fr3N/R79uBAwcwfPhwhIeHQxAEbNmyRetzURTx/vvvIywsDA0aNMCgQYNw+fJlo+c192/XFgxdW0VFBWbPno0OHTrAx8cH4eHhmDRpEm7cuGHwnJb8ftuKsXv33HPP1ShrXFyc0fM6wr0DjF+frr9DQRDwySef6D2no9w/U54Bd+/exfTp09GoUSM0bNgQTz75JHJzcw2e19K/19piALKyjRs3YubMmZg/fz4SExPRqVMnDB48GDdv3tS5/5EjRzB+/HhMmTIFSUlJGDVqFEaNGoVz587VccmN279/P6ZPn46jR49i586dqKiowOOPP46ysjKDx/n5+SE7O1vzSk9Pr6MSm+ehhx7SKuehQ4f07utM9w0ATpw4oXVtO3fuBAA89dRTeo9x5PtWVlaGTp06YenSpTo/X7RoEf79739j+fLlOHbsGHx8fDB48GDcvXtX7znN/du1FUPXdvv2bSQmJmLevHlITEzEjz/+iIsXL2LEiBFGz2vO77ctGbt3ABAXF6dV1vXr1xs8p6PcO8D49VW9ruzsbKxcuRKCIODJJ580eF5HuH+mPAPefPNNbN26FZs2bcL+/ftx48YNjBkzxuB5Lfl7tQqRrKp79+7i9OnTNe8rKyvF8PBwMT4+Xuf+Y8eOFYcNG6a1rUePHuLLL79s03Jaw82bN0UA4v79+/Xus2rVKlEmk9VdoSw0f/58sVOnTibv78z3TRRF8fXXXxdbtGghKpVKnZ87y30TRVEEIG7evFnzXqlUiqGhoeInn3yi2VZUVCR6enqK69ev13sec/9260L1a9Pl+PHjIgAxPT1d7z7m/n7XFV3XN3nyZHHkyJFmnccR750omnb/Ro4cKQ4YMMDgPo56/6o/A4qKikR3d3dx06ZNmn0uXLggAhATEhJ0nsPSv1drYA2QFd27dw+nTp3CoEGDNNtcXFwwaNAgJCQk6DwmISFBa38AGDx4sN79HYlCoQAABAYGGtyvtLQUkZGRkMvlGDlyJM6fP18XxTPb5cuXER4ejqioKEyYMAEZGRl693Xm+3bv3j2sW7cOL7zwgsHFfp3lvlWXlpaGnJwcrfsjk8nQo0cPvffHkr9dR6FQKCAIAvz9/Q3uZ87vt73t27cPwcHBaNOmDaZNm4b8/Hy9+zrzvcvNzcW2bdswZcoUo/s64v2r/gw4deoUKioqtO5F27ZtERERofdeWPL3ai0MQFaUl5eHyspKhISEaG0PCQlBTk6OzmNycnLM2t9RKJVKvPHGG+jduzfat2+vd782bdpg5cqV+Omnn7Bu3ToolUo8/PDDyMrKqsPSGtejRw+sXr0a27dvx7Jly5CWloa+ffuipKRE5/7Oet8AYMuWLSgqKsJzzz2ndx9nuW+6qO+BOffHkr9dR3D37l3Mnj0b48ePN7jQpLm/3/YUFxeHb7/9Frt378bHH3+M/fv3Y8iQIaisrNS5v7PeOwBYs2YNfH19jTYROeL90/UMyMnJgYeHR40wbuwZqN7H1GOshavBk0WmT5+Oc+fOGW2H7tWrF3r16qV5//DDDyM6Ohr/+c9/sHDhQlsX02RDhgzR/Ltjx47o0aMHIiMj8cMPP5j0f2fOZMWKFRgyZAjCw8P17uMs903KKioqMHbsWIiiiGXLlhnc15l+v59++mnNvzt06ICOHTuiRYsW2LdvHwYOHGjHklnfypUrMWHCBKMDDBzx/pn6DHBkrAGyoqCgILi6utbo8Z6bm4vQ0FCdx4SGhpq1vyOYMWMGfvnlF+zduxdNmzY161h3d3fExMTgypUrNiqddfj7+6N169Z6y+mM9w0A0tPTsWvXLrz44otmHecs9w2A5h6Yc38s+du1J3X4SU9Px86dOw3W/uhi7PfbkURFRSEoKEhvWZ3t3qkdPHgQFy9eNPtvEbD//dP3DAgNDcW9e/dQVFSktb+xZ6B6H1OPsRYGICvy8PBAbGwsdu/erdmmVCqxe/durf+brqpXr15a+wPAzp079e5vT6IoYsaMGdi8eTP27NmD5s2bm32OyspKnD17FmFhYTYoofWUlpYiNTVVbzmd6b5VtWrVKgQHB2PYsGFmHecs9w0AmjdvjtDQUK37U1xcjGPHjum9P5b87dqLOvxcvnwZu3btQqNGjcw+h7Hfb0eSlZWF/Px8vWV1pntX1YoVKxAbG4tOnTqZfay97p+xZ0BsbCzc3d217sXFixeRkZGh915Y8vdqNTbtYi1BGzZsED09PcXVq1eLKSkp4tSpU0V/f38xJydHFEVRnDhxovjuu+9q9j98+LDo5uYmfvrpp+KFCxfE+fPni+7u7uLZs2ftdQl6TZs2TZTJZOK+ffvE7Oxszev27duafapf34IFC8Tff/9dTE1NFU+dOiU+/fTTopeXl3j+/Hl7XIJeb731lrhv3z4xLS1NPHz4sDho0CAxKChIvHnzpiiKzn3f1CorK8WIiAhx9uzZNT5ztvtWUlIiJiUliUlJSSIA8bPPPhOTkpI0I6E++ugj0d/fX/zpp5/EM2fOiCNHjhSbN28u3rlzR3OOAQMGiF988YXmvbG/XUe4tnv37okjRowQmzZtKiYnJ2v9HZaXl+u9NmO/345yfSUlJeLbb78tJiQkiGlpaeKuXbvELl26iK1atRLv3r2r9/oc5d4Zuz41hUIhent7i8uWLdN5Dke9f6Y8A1555RUxIiJC3LNnj3jy5EmxV69eYq9evbTO06ZNG/HHH3/UvDfl79UWGIBs4IsvvhAjIiJEDw8PsXv37uLRo0c1nz366KPi5MmTtfb/4YcfxNatW4seHh7iQw89JG7btq2OS2waADpfq1at0uxT/freeOMNzc8iJCREHDp0qJiYmFj3hTdi3LhxYlhYmOjh4SE2adJEHDdunHjlyhXN585839R+//13EYB48eLFGp85233bu3evzt9F9TUolUpx3rx5YkhIiOjp6SkOHDiwxnVHRkaK8+fP19pm6G+3rhi6trS0NL1/h3v37tWco/q1Gfv9rkuGru/27dvi448/LjZu3Fh0d3cXIyMjxZdeeqlGkHHUeyeKxn83RVEU//Of/4gNGjQQi4qKdJ7DUe+fKc+AO3fuiK+++qoYEBAgent7i6NHjxazs7NrnKfqMab8vdqC8KAwRERERJLBPkBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERkF82aNcPnn39u72LUmX79+uGNN96wdzGI6AEGICKSvPXr18PV1RXTp0+3d1GIqI4wABGR5K1YsQLvvPMO1q9fj7t379q7OERUBxiAiMgm+vXrhxkzZmDGjBmQyWQICgrCvHnzUHX5wdu3b+OFF16Ar68vIiIi8NVXX2mdY/bs2WjdujW8vb0RFRWFefPmoaKiQvP56dOn0b9/f/j6+sLPzw+xsbE4efKk5vNDhw6hb9++aNCgAeRyOV577TWUlZVpfUdaWhqOHDmCd999F61bt8aPP/6o9fnq1avh7++P33//HdHR0WjYsCHi4uKQnZ2t2ef+/ft47bXX4O/vj0aNGmH27NmYPHkyRo0apffnU15ejrfffhtNmjSBj48PevTogX379pnzIyaiWmAAIiKbWbNmDdzc3HD8+HH861//wmeffYZvvvlG8/nixYvRtWtXJCUl4dVXX8W0adNw8eJFzee+vr5YvXo1UlJS8K9//Qtff/01/vnPf2o+nzBhApo2bYoTJ07g1KlTePfdd+Hu7g4ASE1NRVxcHJ588kmcOXMGGzduxKFDhzBjxgytMq5atQrDhg2DTCbDs88+ixUrVtS4jtu3b+PTTz/F2rVrceDAAWRkZODtt9/WfP7xxx/ju+++w6pVq3D48GEUFxdjy5YtBn82M2bMQEJCAjZs2IAzZ87gqaeeQlxcHC5fvmzWz5iILGTz9eaJSJIeffRRMTo6WlQqlZpts2fPFqOjo0VRFMXIyEjx2Wef1XymVCrF4OBgcdmyZXrP+cknn4ixsbGa976+vuLq1at17jtlyhRx6tSpWtsOHjwouri4iHfu3BFFURQrKytFuVwubtmyRRRFUbx165bo4eEhXr16VXPMqlWrRADilStXNNuWLl0qhoSEaN6HhISIn3zyieb9/fv3xYiICHHkyJFaP4/XX39dFEVRTE9PF11dXcXr169rlW/gwIHinDlz9F4/EVkPa4CIyGZ69uwJQRA073v16oXLly+jsrISANCxY0fNZ4IgIDQ0FDdv3tRs27hxI3r37o3Q0FA0bNgQf/vb35CRkaH5fObMmXjxxRcxaNAgfPTRR0hNTdV8dvr0aaxevRoNGzbUvAYPHgylUom0tDQAwM6dO1FWVoahQ4cCAIKCgvDYY49h5cqVWtfh7e2NFi1aaN6HhYVpyqlQKJCbm4vu3btrPnd1dUVsbKzen8vZs2dRWVmJ1q1ba5Vv//79WtdARLbjZu8CEJF0qZur1ARBgFKpBAAkJCRgwoQJWLBgAQYPHgyZTIYNGzZg8eLFmv0/+OADPPPMM9i2bRt+++03zJ8/Hxs2bMDo0aNRWlqKl19+Ga+99lqN742IiACg6vxcUFCABg0aaD5TKpU4c+YMFixYABcXF73lFKv0ZTJXaWkpXF1dcerUKbi6ump91rBhQ4vPS0SmYwAiIps5duyY1vujR4+iVatWNR76uhw5cgSRkZF47733NNvS09Nr7Ne6dWu0bt0ab775JsaPH49Vq1Zh9OjR6NKlC1JSUtCyZUud58/Pz8dPP/2EDRs24KGHHtJsr6ysRJ8+fbBjxw7ExcUZLadMJkNISAhOnDiBRx55RHOOxMREdO7cWecxMTExqKysxM2bN9G3b1+j30FE1scAREQ2k5GRgZkzZ+Lll19GYmIivvjiC60aHENatWqFjIwMbNiwAd26dcO2bduwefNmzed37tzBrFmz8Je//AXNmzdHVlYWTpw4gSeffBKAagRZz549MWPGDLz44ovw8fFBSkoKdu7ciSVLlmDt2rVo1KgRxo4dq9VMBwBDhw7FihUrTApAAPDXv/4V8fHxaNmyJdq2bYsvvvgChYWFNc6r1rp1a0yYMAGTJk3C4sWLERMTg1u3bmH37t3o2LEjhg0bZtL3EpHlGICIyGYmTZqEO3fuoHv37nB1dcXrr7+OqVOnmnTsiBEj8Oabb2LGjBkoLy/HsGHDMG/ePHzwwQcAVP1s8vPzMWnSJOTm5iIoKAhjxozBggULAKj6F+3fvx/vvfce+vbtC1EU0aJFC4wbNw4AsHLlSowePVpnSHnyyScxceJE5OXlmVTW2bNnIycnB5MmTYKrqyumTp2KwYMHG6zpWrVqFT788EO89dZbuH79OoKCgtCzZ0888cQTJn0nEdWOINamIZuISI9+/fqhc+fOklruQk2pVCI6Ohpjx47FwoUL7V0cItKBNUBERLWUnp6OHTt24NFHH0V5eTmWLFmCtLQ0PPPMM/YuGhHpwWHwRES15OLigtWrV6Nbt27o3bs3zp49i127diE6OtreRSMiPdgERkRERJLDGiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikpz/B1NAZ95EapxEAAAAAElFTkSuQmCC", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "63804.0 63805.0 92 1 Parameter('H', value=16.296866526654988, unit=mag) Parameter('G12', value=0.6275630887016324, unit=, bounds=[0, 1])\n", - "[0.00242398] mag\n", - "[False]\n", - "save data/outlier_6098332225018000_63804\n", - "plots/phase_curve_6098332225018000_63804.png\n" - ] - }, - { - "data": { - "image/png": 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ikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcL1sO+vbbbw1uFwQBfn5+aNOmDVq1alWnghERERE5ik0BaOzYsRAEAaIo6m3XbhMEAf369cPOnTvRpEkTuxSUiIiIyF5sagLbt28fevTogX379kGpVEKpVGLfvn3o1asXvvvuOxw9ehSFhYV488037V1eIiIiojqzqQZozpw5+OSTT/D444/rtg0aNAh+fn6YMWMGLl68iI8++ggvvfSS3QpKREREZC821QBlZGQgKCio1vagoCBcu3YNANC2bVsUFBTUrXREREREDmBTAEpMTMS8efNw584d3bY7d+7gL3/5C3r06AEAuHLlCuRyuX1KSURERGRHNjWBrVu3DmPGjEGLFi10IScnJwexsbHYtWsXAKC0tBR//etf7VdSIiIiIjsRxJpDuSykVqvx448/4rfffgMAtG/fHkOGDIGHh/tPLVRcXAyZTAalUmmwqY+IiIhcjzXPb5sDUEPGAEREROR+rHl+29QEBgBlZWU4cuQIsrOzcf/+fb3PXn31VVtPS0RERORwNgWgc+fOYcSIESgvL0dZWRlCQkJQUFAAf39/hIWFMQARERGRS7Opw87rr7+OUaNG4e7du2jUqBFOnjyJrKwsJCYm4v3337d3GYmIiIjsyqYAlJaWhjfeeAMeHh7w9PREZWUl5HI5VqxYgQULFti7jERERER2ZVMA8vb21o32CgsLQ3Z2NgBAJpMhJyfHfqUjIiIicgCb+gAlJCTgzJkzaNu2LZ588kksWrQIBQUF2LRpEzp37mzvMhIRERHZlU01QH//+98RGRkJAPif//kfNGnSBDNnzsSdO3fwySef2LWARERERPbGeYAM4DxARERE7sea57f7T9tMREREZCWbAlBhYSFmzZqFjh07IjQ0FCEhIXovSx09ehSjRo1CVFQUBEHAzp07a+1z6dIljB49GjKZDAEBAejRo4eu07Ux27dvR4cOHeDn54cuXbrg+++/t/YSiYiIqAGzqRP05MmTcfXqVUybNg3h4eEQBMGmLy8rK0N8fDxeeuklPPPMM7U+z8jIQL9+/TBt2jQsXboUQUFBuHjxIvz8/Iye88SJE5g4cSKWL1+Op59+Gl999RXGjh2L1NRUdtAmIiIiADb2AQoMDMSxY8cQHx9vv4IIAnbs2IGxY8fqtj333HPw9vbGpk2bLD7PhAkTUFZWhu+++063rXfv3ujWrRvWrl1r8JjKykpUVlbq3hcXF0Mul7MPEBERkRtxeB+gDh064N69ezYVzlJqtRp79uxBu3btMGzYMISFhaFXr14Gm8mqS05OxuDBg/W2DRs2DMnJyUaPWb58OWQyme4ll8vtcQlERETkomwKQP/7v/+Ld955B0eOHEFhYSGKi4v1XvZw+/ZtlJaW4t1330VSUhJ+/PFHjBs3Ds888wyOHDli9Li8vDyEh4frbQsPD0deXp7RY95++20olUrdi5M5EhERNWw29QEKDg5GcXExBg4cqLddFEUIggCVSlXngqnVagDAmDFj8PrrrwMAunXrhhMnTmDt2rV48skn6/wdWr6+vvD19bXb+YiIiMi12RSAJk2aBG9vb3z11Vd16gRtSmhoKLy8vNCxY0e97XFxcTh27JjR4yIiIpCfn6+3LT8/HxEREXYvIxEREbknmwLQhQsXcO7cObRv397e5dHx8fFBjx49cPnyZb3tv/32G2JiYowe16dPHxw4cACvvfaabtu+ffvQp08fRxWViIiI3IxNAeixxx5DTk5OnQNQaWkprl69qnufmZmJtLQ0hISEIDo6GvPmzcOECRPwxBNPYMCAAdi7dy92796Nw4cP646ZMmUKmjdvjuXLlwMA5syZgyeffBIffPABRo4cia1bt+Ls2bNcooOIiIh0bBoGv337dixZsgTz5s1Dly5d4O3trfd5165dLTrP4cOHMWDAgFrbp06dio0bNwIA1q9fj+XLl+PGjRto3749li5dijFjxuj2feqpp9CyZUvd/try/fWvf8X169fRtm1brFixAiNGjLD4+rgUBhERkfux5vltUwDy8Kg9eEwQBLt2gnYmBiAiIiL3Y83z26YmsMzMTJsKRkREROQKbApApjohVzdy5Eh89tlniIyMtOVriIiIiBzCoavBHz161OEzRhMRERFZy6EBiIiIiMgVMQARERGR5DAAERERkeQwABEREZHkMAARERGR5Dg0AC1YsAAhISGO/AoiIiIiq1k8E/S3335r8UlHjx5tc4FcAWeCJiIicj8OmQl67Nixeu+1S19Uf6/l7kthEBERUcNmcROYWq3WvX788Ud069YNP/zwAxQKBRQKBb7//nt0794de/fudWR5iYiIiOrMpqUwXnvtNaxduxb9+vXTbRs2bBj8/f0xY8YMXLp0yW4FJCIiIrI3mzpBZ2RkIDg4uNZ2mUyG69ev17FIRERERI5lUwDq0aMH5s6di/z8fN22/Px8zJs3Dz179rRb4YiIiIgcwaYAtH79euTm5iI6Ohpt2rRBmzZtEB0djZs3b2LdunX2LiMRERGRXdnUB6hNmzY4f/489u3bh19//RUAEBcXh8GDB+uNBiMiIiJyRRbPA2RMRUUFfH19G1Tw4TxARERE7sea57dNTWBqtRrLli1D8+bN0bhxY2RmZgIAFi5cyCYwIiIicnk2BaC//e1v2LhxI1asWAEfHx/d9s6dO+Ozzz6zW+GIiIiIHMGmAPTFF1/gk08+waRJk+Dp6anbHh8fr+sTREREROSqbApAN2/eRJs2bWptV6vVqKqqqnOhiIiIiBzJpgDUsWNH/PTTT7W2/9///R8SEhLqXCgiIiIiR7JpGPyiRYswdepU3Lx5E2q1Gt988w0uX76ML774At999529y0hERERkVzbVAI0ZMwa7d+/G/v37ERAQgEWLFuHSpUvYvXs3hgwZYu8yEhEREdlVnecBaog4DxAREZH7cfg8QGfOnMGpU6dqbT916hTOnj1ryymJiIiI6o1NAWjWrFnIycmptf3mzZuYNWtWnQtFRERE5Eg2BaD09HR079691vaEhASkp6fXuVBEREREjmRTAPL19UV+fn6t7bm5ufDysmlgGREREVG9sSkADR06FG+//TaUSqVum0KhwIIFCzgKjIiIiFyeTdU177//Pp544gnExMToJj5MS0tDeHg4Nm3aZNcCEhEREdmbTQGoefPmOH/+PL788kv8/PPPaNSoEV588UVMnDgR3t7e9i4jERERkV3Z3GEnICAAM2bMsGdZJOHefRUEAfDz9jS/MxERETmETQHoiy++MPn5lClTbCpMQ5dVWIZXNqWgmzwY747v6uziEBERSZZNAWjOnDl676uqqlBeXg4fHx/4+/szABmRU3QPl/NL8GteCRKigzGhR7Szi0RERCRJNo0Cu3v3rt6rtLQUly9fRr9+/bBlyxZ7l7HB6Nc2FG8MaQcAWLjrIn65oTRzBBERETmCTQHIkLZt2+Ldd9+tVTtE+v70VBsMjgvD/QdqzPwyBYry+84uEhERkeTYLQABgJeXF27dumXPUzY4Hh4CPni2G2Ka+uPG3Xt4bVsa1GquR0tERFSfbOoD9O233+q9F0URubm5WLVqFfr27WuXgjVkskbeWDMpEc+sOY7Dl+/gXwev4LXB7ZxdLCIiIskQRFG0uvrBw0O/4kgQBDRr1gwDBw7EBx98gMjISLsV0BmKi4shk8mgVCoRFBTksO/5T8oNvLH9ZwgCsP6FHhjQPsxh30VERNTQWfP8tqkGSK1W21Qw0jc+sQXO5dzF5pPZeG1rGr77cz/IQ/ydXSwiIqIGz659gMh6C5/uiHh5MJT3qjDzyxRUVKmcXSQiIqIGz+IaoLlz51p80g8//NCmwkiRr5cn1kzqjqc/PoYLN4uxeNdFvPc7TpJIRETkSBYHoHPnzum9T01NxYMHD9C+fXsAwG+//QZPT08kJibat4QSEBXcCP96LgFT1p/CtrM5SIgOxnM9OUkiERGRo1gcgA4dOqT794cffojAwEB8/vnnaNKkCQDN5Igvvvgi+vfvb/9SSkC/tqF4Y2h7rPzvZSz69iI6RcnQpYXM2cUiIiJqkGwaBda8eXP8+OOP6NSpk972CxcuYOjQoW4/F1B9jQKrSa0WMWNTCvZfykeUzA9bZvRGTNMAvX1UahGnM4twu6QCYYF+6NkqBJ4eQr2VkYiIyFU5fBRYcXEx7ty5U2v7nTt3UFJSYsspCdpJEuMxbvVxXCsow/g1yfjipZ7oGKW5iXsv5GLp7nTkKit0x0TK/LB4VEckdXbvqQeIiIjqk02jwMaNG4cXX3wR33zzDW7cuIEbN27gP//5D6ZNm4ZnnnnG3mWUFFkjb2x9pTfiIoNQUFqJCZ8k48z1Iuy9kIuZm1P1wg8A5CkrMHNzKvZeyHVSiYmIiNyPTU1g5eXlePPNN7F+/XpUVVUB0CyDMW3aNKxcuRIBAQFmzuDanNUEVp3yXhWmf34Wp68XwdfLA/4+nrhbXmVwXwFAhMwPx+YPZHMYERFJljXPb5sCkFZZWRkyMjIAAK1bt3b74KPlCgEIACqqVJj1ZSoO/Hrbov23TO+NPq2bOrhURERErsma53edJkLMzc1Fbm4u2rZti4CAANQhS5EBft6eWDs5ET1aNrFo/9slFeZ3IiIiItsCUGFhIQYNGoR27dphxIgRyM3V9D+ZNm0a3njjDbsWUOq8PT0sXig1LNDPwaUhIiJqGGwKQK+//jq8vb2RnZ0Nf/9Ha1dNmDABe/futVvhSKN3bFNEBPka/VyAZjRYz1Yh9VcoIiIiN2ZTAPrxxx/x3nvvoUWLFnrb27Zti6ysLLsUjB7x9BCwZHQnmOrevHhUR3aAJiIispBNAaisrEyv5kerqKgIvr7GayrIdkmdI7Hm+e6IlOk3c3kIwMSecgyOC3dSyYiIiNyPTQGof//++OKLL3TvBUGAWq3GihUrMGDAALsVjvQldY7EsfkDsWV6b/x5YBtEBftBLQJfnc7ByH8dw09Xak9OaQuVWkRyRiF2pd1EckYhVGp2bicioobFpmHwFy9exMCBA9G9e3ccPHgQo0ePxsWLF1FUVITjx4+jdevWjihrvXGVYfDmVKnU+OpUNv6x/zcoHs4RNKhDGBaMjEPrZo1tOidnmyYiInfl0HmAqqqqkJSUhOXLl2Pfvn34+eefUVpaiu7du2PWrFmIjHT/h6S7BCAtRfl9/PPAFWxKzsIDtQgvDwFT+rTEnEFtIfP3tvg82tmma/5CaHsWrXm+O0MQERG5LIdPhNisWTOcOHECbdu2tbmQrszdApBWxp1S/H3PJd3EicH+3nhtUFtM6h0Db0/TrZ0qtYh+7x2stdSGFmebJiIiV+fwiRCff/55rFu3zqbCkeO0btYY617ogU3TeqJ9eCAU5VVYsjsdgz88gl1pN6E20ZfndGaR0fADACKAXGUFTmcWOaDkRERE9cumAPTgwQOsWbMGjz32GF555RXMnTtX72Wpo0ePYtSoUYiKioIgCNi5c2etfS5duoTRo0dDJpMhICAAPXr0QHZ2ttFzbty4EYIg6L38/KQ1QWD/ts2w59V++NvYzght7IOswnLM2ZqGEf/6CfvS8w3O2G3pLNKcbZqIiBoCL1sOunDhArp37w4A+O233/Q+EwTLm0fKysoQHx+Pl156yeAq8hkZGejXrx+mTZuGpUuXIigoCBcvXjQbaIKCgnD58mWbytRQeHl64PneMRiX0BwbT1zH2iMZ+DWvBNO/OIvu0cGYN6yD3rphls4izdmmiYioIbApAB06dMguXz58+HAMHz7c6OfvvPMORowYgRUrVui2WTLCTBAEREREWFyOyspKVFZW6t4XFxdbfKyrC/D1wqwBbTCpVzT+ffQaNhzPRGq2AhM/PYn+bUPx5tD2iJcHo2erEETK/Ew2gwHA3bL79VRyIiIix6nTYqiOpFarsWfPHrRr1w7Dhg1DWFgYevXqZbCZrKbS0lLExMRALpdjzJgxuHjxosn9ly9fDplMpnvJ5XI7XYXrCPb3wfykDjg6bwAm946Bl4eAn64UYMzq4/jjphRk3CnFwpFxZs+zbE+63rxAnDOIiIjckU2jwBxBEATs2LEDY8eOBQDk5eUhMjIS/v7++Nvf/oYBAwZg7969WLBgAQ4dOoQnn3zS4HmSk5Nx5coVdO3aFUqlEu+//z6OHj2Kixcv1lq6Q8tQDZBcLne7UWDWyC4sx0f7f8OOtJvQ/gb0ahWCUxZ0cl44Mg4v9G2Ffel5nDOIiIhchsOHwTtCzQB069YtNG/eHBMnTsRXX32l22/06NEICAjAli1bLDpvVVUV4uLiMHHiRCxbtsyiY9x1GLwtfssvwT/2/YYfLuRZdVywv7du8sXqOGcQERE5i8OHwdeH0NBQeHl5oWPHjnrb4+LiTI4Cq8nb2xsJCQm4evWqvYvYILQLD8Sa5xOx97X+6B1r+WryhsIPoBkuLwJYujudzWFEROSyXDYA+fj4oEePHnqjuQDNqLOYmBiLz6NSqfDLL780iBmqHalDRBC+fLk3ghrZ1C++Fs4ZRERErsw+TzsblZaW6tXMZGZmIi0tDSEhIYiOjsa8efMwYcIEPPHEE7o+QLt378bhw4d1x0yZMgXNmzfH8uXLAQD/7//9P/Tu3Rtt2rSBQqHAypUrkZWVhZdffrm+L8/teHoI+F33Flh//LpdzrcvPU9vqD0REZGrcGoN0NmzZ5GQkICEhAQAwNy5c5GQkIBFixYBAMaNG4e1a9dixYoV6NKlCz777DP85z//Qb9+/XTnyM7ORm5uru793bt3MX36dMTFxWHEiBEoLi7GiRMnajWlkWFDOlo+fYA5u9JuGW0G4+gxIiJyJpfpBO1KpNQJuiZza4JZa8v03ujTuilUahGnM4twu6QC1wvKsOV0NvKKH4284+gxIiKqK2ue305tAiPX4+khYPGojvjj5lS7nC9PeQ97L+RiybfpyCs2HqrylBX44+ZUvD64LVqGBiAs0A89W4Vw4VUiInIIBiCqJalzJF4f3A7/2P+b+Z3NOH61AP+XetPsftpqyH/sv6Lbpq0VGtIxQld7xGBERET2wCYwA6TcBKalUovo++4BvWYqW/h6eaDygdqmYwVoglHNOYfYXEZERIY0iHmAyLk8PQQsGd0JAh5NbmgLW8MP8KhWqOacQ3nKCszcnIq9F3JrH0RERGQBBiAyKqlzJNY83x0RMv0V4IP9vRHs7+2kUj0KRpxskYiIbMU+QGRSUudIg31wAGDVwSt6fXbqk4hHky1yriEiIrIWAxCZ5ekhGAwZcwa3g/Jeld0mTrTF7RL7DNcnIiJpYRMY1Yk9J060RVign/mdiIiIamAAojrp2SoEkTK/OnWUtoUAzWgwbXMcERGRNRiAqE60EycCdRstZq2AynKs8b4Kz88+BQ4eBNS2jzYjIiLpYR8gqjPtaLGlu9P1ltDQzt+jnc/HLkQR887+H145+X/wKi97tL11a+CTT4CBA+31TURE1IAxAJFdGBstti89r1Ywqou5P23GrORtwBtvAK++CsjlwIkTwMKFwPDhwKFDUPXuw5mjiYjIJM4EbQBngrYv7UKox68WYNWhqzafp2mZAsn/+wLW9P49zrw4BxN6yDGkYzj8vD2B+/eBPn1Q6O2Pp8cs0QtcnDmaiEgauBgquRTtMPq6DlkfcfkYIAAbeoyG4moBjl0tQJCfF0bFR+GZ7i3g9bsXEL/gVYjdbwBBobrjtDNHr3m+O0MQEREBYACielSXIesCgNAyJdRNm2H3otHYnnID/3c2B7eUFfjyVDa+PJWNbnkq7ATQ9J4SedUCkPjw+CXfXkSgnzcKSivZNEZEJHEMQFRvtEPm85QVZjtFewhA9VUuImR+GDSkO/xOfQ15pRJzh7TDa4PaIvlaIf6TcgN7fslFXF4G1BCQ37j20HgRQF5xJSZ9dkq3jU1jRETSxT5ABrAPkOPsvZCLmZtTARgeGTatb0sM7hiBxJgmSMm6q9+RuVgJNG8OvPQS8PHHesf953A6uo0fhmshUZg+fpFFZdHW/bBpjIioYWAfIHJZxobMG6qNqbX8RnAw8O67mtFfBQWa/42JAY4fR9KipVCVFmHm2LcsLou2aWzp7nQM6RhhsjlM25GbI8uIiBoG1gAZwBogx6tToNiwAViyBMjO1m0S+/fHlG7P45h/c5vmHNoyvbfRRVX3Xsi1KLAREZFzWfP8ZgAygAHIDahUwMmTgEKhmQSxQwezzWumPN01En8Z1gHRTf31wtn1gnJ8tP+3Wudj8xkRkethAKojBiD3Zai2xhoxIf4oKr+PkooHZvcVoOmcfWz+QIO1V2w2IyKqX+wDRJJVc0bq0ABfvLH9Z+QXGx95JmvkhU5RMiRfK0RWUbnF3yUCyFVW4HRmUa3mMzabERG5Ni6GSg2OduLFMd2ao2/bUCwZbXixVuHh673xXbFpWi80a+xr0/fVnOBR2xRXsxZKOyHj3gu5Nn0PERHZDwMQNXjakWcRMv2JGCNkfro+PJoao0qbzh8a8Cg4qdQilu5ON1jbpN22dHc6VGq2PBMRORObwEgSjC3Wqu2TU5dlOran5EDm741OUUE4nVlksv+RqWYzIiKqPwxAJBnapjFD6rJMx860W9iZdgvNGvuiU5Rlnebrui4aERHVDZvAiPBomY66jNG6U1qJw7/dsWjfugQuIiKqOwYgImhqhxaPMtxZ2t4iZZrmN2up1CKSMwqxK+0mkjMK2Y+IiKgO2ARG9JCxZTrszc/bE2uPZGBQXBjahwdCEMxHLg6rJyKyL06EaAAnQpQ2/Zmgy7DheCYU98xPjFhTSIA3isqqdO+9PQVUqfT/3JoHN8LADmEY2CEMfVo3hZ+3Z63zaIfVczZqIiLTOBN0HTEAEWA8eFjqHxO6ISLIT2/U2Z2SSuy/lI+Dv97G8asFqHyg1u3v5+2Bfm1CMbBDOAZ2CEOEzA8qtYh+7x00WSPVNMAHx+YPRFqOgrNOE5GkMQDVEQMQWRI8zDG1wCoA3LuvQvK1Ahy4dBsHf71d67s6RgahXXhj7Ey7Zfa7BOivf8bmMSKSIgagOmIAouSMQkz89KRNx5pbI8wQURRxKbcEB3/Nx4FfbyMtR4G6/GWyeYyIpIhrgRHVka3z9GiDx+JRHa1qghIEAR2jgtAxKgizB7ZFYWkljl65g+1nb+BERqHV5RAflmXp7nQM6RjB5jAioho4DJ7IAEvn6QkJ8NZ7X315jbpo2tgX4xJaYNO0XogIsm2NsuqzThMRkT7WABEZoJ0YMU9peBV5bTPXkXkDkJJ112Gdjz09BCwZ3Ql/3Jxq8znsPet09VFy7HBNRO6KAYjIAO3EiDM3p9bqYFy9mcvHy8Pha3oN6RiBYH9vKMqrzO9swIbj11FUdh/92zZD62YBEATB5hDD+YiIqKFgJ2gD2AmatFzhgV+XDtk1NQ9uhJah/rh4q1gvUGmvydSCsZyPiIhcHUeB1REDEFXn7CafXWk3MWdrms3H/6FnNLKKynAm8y7uq9Qm961Z01Q9GCX+bZ/RWihbRr4REdkbR4ER2ZGpVeTrQ10XTu0VG4K/P9MFpRUP0H/FQdw10ZRWM+DkKSswc3Mqnu4aYbIJrnqHa2f+rIiILMVRYEQurq4r1WsD1C83lSbDjyHiw9fu83kW7W/vDtdERI7CAETk4mxdqV6A/srz9RFO6lpbZYpKLSI5oxC70m4iOaMQKjVb74nIdmwCI3IDxlaqb+LvjbvlVSZHqmn75DgynACa/kPasGVvrtAZnYgaFnaCNoCdoMlVGeqQvS89z6JwoFKLJjsy11WHiEBM7x+Lfm1DER5ke9iqeY13y+5j1lccfUZE5nEUWB0xAJG7sWSkmq0BSAAgCIA1LU5twhrj8dZN0SzQF80a+yKmaYBFo+cM1fR4mPhue4w+c/YoPyKyH44CI5IYS0aqnc4ssin8AMD0/q3wydFMADA4M/brg9ui8oEax64W4JebSly9XYqrt0v19mns64lXnojFK0+2gY9X7e6H35+/hT99da7WdlPBq66jz9i0RiRdDEBEEmFLJ+iIamEgIbqJ2bDwFwD/ScnBG9vP1zpXaaUKH+y7go8PZqBP66bo26Yp+rYJRVxEEPZeyMPsLbXDj6V+uJALAFbV3hib2FE79J9Na0QNG5vADGATGDVEls4ovXBkHEIDfQ02B5lrLlKpRfR776BeSDKnsa8XSisfWHcxRlhae2OunJzYkcg9sQmMiGqxdIHXF/q2MvrQN9fUdjqzyKLwM7l3DG4q7uHUtUK7hR/A8tobc+XkxI5EDR/nASKSCFPzCRkaNm8LS5vZHmvZBOtf6IG1kxNt/i5DtMFu6e50k/ME7U/nxI5EUscARCQh2vmEImT6w9QjZH526fNi6VxD2v2Kyu7X6fsM0dbebDyeaXDSxL0XcrHu+HWryklEDQ+bwIgkJqlzpMlV3+vC0mY27YSJjgwYy/Zc0v27+qKuS3enmz22ZjmJqOFhDRCRBGn78ozp1hx9Wje1W0dfa5vZLFnnTLBD0bR9g1YdvGpRHyURwHM9ouv+xUTkshiAiMiurGlms2Sds389l4BIWd1qirSLuq4/fs3iY/6x/zf0e+8g9j4cYl8T1yYjcm8cBm8Ah8ET1Z01Myybm5Bw74Vc/HFzan0VXcfYchucQJHINXEpjDpiACKqf+YC0/fnb2H2lnNWLclhDzXnBDI2gSLXJiNyPmue32wCIyKXYK5f0oiuUVg1sXudv6dPrHUdm6vPCaRSi1i6O91gB29Lh+ATkWtgACIitzGiayTWPt/dpj5BAjTNVJtf7o21z3dHRJCvVcdfuV1i1QSKROTaOAyeiNxK9WH8ecUVWPbdRRSVmV7kteYItOrnOH71DlYdyjD7vYt2XURYoGWhiRMoErk+BiAicjvVl+Ro5O2BmQ87SBtreIow0EFZe46erULwn9SbRucuAgBvTwEqtYjbJZUWlY8TKBK5PjaBEZFbMzbsPiTAG9P6tsSW6b1xbP5Aox2Tqw/FN+alvi1xbtFQfDI5EQE+nib39ffxxJ2SStyxMCwRkXM4dRTY0aNHsXLlSqSkpCA3Nxc7duzA2LFjHxXOyAxoK1aswLx584yed/Xq1Vi5ciXy8vIQHx+Pjz/+GD179rS4XBwFRuR+rBl2b8jy79Px76OZBj8T8Gh0l7FRYIa0CWuM3rEh6B3bFL1aNUUzC5vQAOD+AzU2JV9HVlE5YkL8MblPS/h48b9ZiUxxm9Xgy8rKEB8fj5deegnPPPNMrc9zc/UnIPvhhx8wbdo0jB8/3ug5t23bhrlz52Lt2rXo1asXPvroIwwbNgyXL19GWFiY3a+BiFyDuZXqTVGpRXz7s+EJD7WW7k7HkI4RuhqnmvMAhQf6Ylz35qh8oMbJa0X4Na8YV2+X4urtUmw+mQ1AE4h6tXoYiGJDjDaVLf8+HZ/+lKk35P9/vr+E6f1b4e0Rpmur6hoEiaTCZeYBEgShVg1QTWPHjkVJSQkOHDhgdJ9evXqhR48eWLVqFQBArVZDLpfjz3/+M9566y2Dx1RWVqKy8lF1dXFxMeRyOWuAiCQiOaMQEz89aXa/LdN760KWuaChKL+P05lFOHmtCCevFeJSXjFq/r9tbLMA9GrVVFdLFB7kZ7ImCgBeecJ4COIEjSR1blMDZI38/Hzs2bMHn3/+udF97t+/j5SUFLz99tu6bR4eHhg8eDCSk5ONHrd8+XIsXbrUruUlIvdh6ait6vuZq3EK9vfB0E4RGNopAoDhQHTtThmu3SnDltOaGqKWTf1xvbDcZBk+/SkTbwztUKs5zFjTnHYdtNV/SECTAF/WDBE95DYB6PPPP0dgYKDBpjKtgoICqFQqhIeH620PDw/Hr7/+avS4t99+G3PnztW919YAEZE0WDpqqy6ju2oGImV5FU5fL8Kpa4U4mVmI9FvFZsMPAKhFYFPydUzrH6vbZskEjTVn0WbNEEmd2wSg9evXY9KkSfDzs//wUl9fX/j6WjcpGhE1HNpV6Y0Nhdcuh9GzlXWzSJsi8/fGkI7hGNJR8x9syntVeH3bORz89Y7ZY/dfyseguHDENPWHIAhmJ2gEUGsJEW3NEJfuIKlyiwD0008/4fLly9i2bZvJ/UJDQ+Hp6Yn8/Hy97fn5+YiIiHBkEYnIjWmHws/cnAoB+vMJ1ZxE0VqWdkqWNfJG39ahFgWg5GtFeOr9wwgP8kWvVk3h62396LDqS3cM6RjB5jCSHLcYU7lu3TokJiYiPj7e5H4+Pj5ITEzU6yStVqtx4MAB9OnTx9HFJCI3Zmw+oQiZn821JHsv5KLfewcx8dOTmLM1DRM/PYl+7x3E3guGR5xN7tMSluSQxJgm8PYUkF9ciW9/voXtZ29YXTYtLt3xiEotIjmjELvSbiI5o5BrujVwTq0BKi0txdWrV3XvMzMzkZaWhpCQEERHRwPQ9MfZvn07PvjgA4PnGDRoEMaNG4fZs2cDAObOnYupU6fiscceQ8+ePfHRRx+hrKwML774ouMviIjcmt4yG8p7KCq7j5DGvpA18oFKLVpVS2KuU7KhUOXj5YHp/VtZNAqsokqF1Oy7OHWtCKcyNR2rbZVX7B5LdzhyiD9H0EmPUwPQ2bNnMWDAAN17bUfkqVOnYuPGjQCArVu3QhRFTJw40eA5MjIyUFBQoHs/YcIE3LlzB4sWLUJeXh66deuGvXv31uoYTURkiKeHAOW9+1jx38s2PwzNdUoWYLzpSTvEveY8QB4C9OYB8vP2xOOtQ/F461AAwO6fb+LPW9KsuVSdolLXn7XakQHFlrBK7s9l5gFyJZwJmki6jD0MtTHFkoehLfMK1WTLTND/b/dFrD9+3ez31vRYTBO8OqgtHmvZBP4+rtc11B73xBiVWkS/9w4a7USu7QB/bP5A9pNyAw1yHiAiIkerS81NdbbMK1STj5eH3lB3SwzpGGFTADqbdRdT1p+GhwB0bRGMnq1C0LNlCHq0DIHM39vq89mTve6JMeZG0Il41E/K1pnGyTUxABERPWSvh2F9zCtkiLnh/OaoRSAtR4G0HAU+OXoNggC0Dw/UBKKHoSgsyLoym+q3Y0mfHkcHFHuEVXJPDEBERA/Z62HojHmFANPD+S0la+SNYZ0icDarCNfulOHXvBL8mleCL5KzAGhmq+7RMkQXiqJD/I0uXG2q3w4Ai/r02OueGAtb1wvKLDq/vcMqOR8DEBHRQ/aquXHkvELmGFus1UOoPRmiIcp7VRiX0BwrftcVd0oqceZ6EU5nal6X8jSzVV8vLMf2FM3Q+7BAX/RoFYJerTRNZu3DA+HhIeD787n401eptc6fp6zAHzfX3q79rGanY1vuSc2wc7esEsv2XNL7eYQEeGN89+b49KfrJs/rqLBKzsdO0AawEzSRNGk7xJqrubG0Q6wzh1bXDAGJMU3wrwO/YdWhDLPH/vO5bhjTrXmt7cp7VUjNuotTmUU4c70I528oUKXS/0kF+XkhOsQfF28V21QDVfNnbO09MfQzrwsBdetkTfWLnaCJiGxg75qb6vMK1fcipIYWa+3bpplFAchYrYuskTcGdAjDgA5hAICKKhXOZStw5romEKVk3UVxxQNcuFVsc7lr9umx5p4YGy1WF0mdw22aB4pcH2uADGANEJG0NdRJ8exdw1VTeeUD9F6+H8UVqjqXtWYtlLl7Ym44e101hPsvBawBIiKqA2fW3DiSI/sm7b2QiwU7Ltgl/AC1a6FM3ROVWsTG45kOCz+AplaKkyI2LKwBMoA1QETUkNm7hsveTU8eAjC0YwR6tApBj5ZN0DEyCF6ehieBtHefH3MiOSmiS7Pm+c0AZAADEBE1dPZaV6suTU+WDtX39/FEQnQwHovRjDTrFh2Mxr5eDunzYwlTM3iTc7EJjIiITDLUSdoW5iYqrMlDAFZN7A4PD8PzAC0Y0QGRskY4fb0IZ6/fxdnrRSiueIDjVwtx/Gqh7hxxkUHILCir9/ADcFLEhoIBiIiIbGZtGFg1MQEjumqa2Uz1s3qspWbeHbVaxJXbpTibpQlEZ64X4cbde7hYh5FmdcVJERsGBiAiIrKZpWEgJMAbfx/XRa+PkSW1UB4eAtpHBKJ9RCAm9YoBAOQq72HtkQx8fiLL9oLbqGmAj8lJEe3VtEiOxwBEREQ2s2T9saYBPkh+e5DZ1ewtFSlrhKROkTYHIH8fT0zqKcenx65bvWTIsjGdjQaahjp9QkNln99GIiKSJO3QeuDRUHot4eHrf8Z1tlv40dIGL1vqVsrvq/Dpseto1tgXXp6Wn2FQh2a65ruatB2ya/aH0i7vsfdCrg0lJUdiACIiojrRrj8WIdNvDouQ+Vk1b45KLSI5oxC70m4iOaMQKhOLl5kKXpa6U1pZaykPU17u39rgdpVaxNLd6QZrkrTblu5ON3k9VP/YBEZERHVW18kjbWk+Mrbwq6Wsaf4KbuSN6BB/g5+ZGwlXc3kPcg0MQEREZBe2Dq03Np+PodXha0rqHImBHcLRe/l+FJVVWfW91tTHKO5Voe97B9E8uBG6xzTBYzFNkBjTBB0iAi0eCcfh866FAYiIiJzGXPORAE3z0ZCOEUZrk1Ky7lodfizl7+2JnrEhuFNSiUu5xbipuIebinvY/fMtAEAjb0+0Cg2w6FwcPu9aGICIiMhp7NF85MialU+nPoa+bUIBAKWVD3A+R4GzWXeRknUXqdl3UVLxAOm55uckipT5mRw+39C4w3QADEBEROQ09mg+clTNSqTMD71jH4Wuxr5eeLxNKB5/GIjUahFX75QiJesuvk27ieRrRUbP5e0p4H8PXUViTBPEy4MR4NtwH7/uMh1Aw70DRETk8iwNL6b2s2QuIlssHtXRZK2Fh4eAduGBaBceiIk9o7H8+3T8+2imwX2zi+7hg32/aY4TgA4RQegeE4zu0U3QPboJYpr6QxBcq4bEFnXpz1XfGICIiMhp7pbdN7uPueYj7ZD4mZtTrZ7Y0JjXB7ez6kGtUov49mfTc/34eXugaYAvbiruIT23GOm5xdh8MhuAZrLIhOgmulAU3yIYjXw863QN9c0e/bnqEwMQERE5hUotYtmedLP7LRwZZ/aBaWxIfKTMDwtHxqFJgC9ul1QgtLEv3vg6DfnFlUaDUkSQL2YPbGPNpVi0KGxFlRrv/z4esc0CNH2IHvYjunCzGIVl97H/Uj72X8oHoAl1cZGBuhqihOhgRIe4di2Ru00HwABEREROYelK8k0CfC06n6VzES0Z3QkzN6caPIfw8HNrayis6cvUp3VTjOgSiRFdNDVMlQ9UuHirGKlZd3EuW4GUrLvIK67AhZvFuHCzGF8ka5b8CG3sg25yTRjqHt0E8XIZ/H1c5zHubtMBuM5PjoiIJMURD0xL5iJK6hyJGU+0wqc/ZaL65MweAjC9fyub+qjUpS+Tr5enrqZH65biHlKz7yI1S4FzOXdx8WYxCkpr1xK1Dw9E95hgJDwMRq1CA5xWS2SP/lz1iQGIiIicwlkPzL0XcvHJ0cxaTWCiCHxyNBMJ0U2sDkHmOmIL0CwNYulQ+KjgRogKboSnu0YBACqqNLVE57I1tUSp2XeRq6yo1Zco2N8bCfJgJDxsNouXByPIz9uqa7GVvX8GjsYARERETuGMB6ajOuqa6oitPYu5UWWm+Hl7IvHh7NNaucp7SM1SIC1HE4rO31RCUV6FQ5fv4NDlO5rvFoA2zRojIfpRKGobFuiQTsiO/hnYmyCKIldnq6G4uBgymQxKpRJBQUHOLg4RUYOlHTYNGH5g2nvYdHJGISZ+etLsflum97Z5WQ9nzYFz/4Eal3If1hLlKHAuW4HsovJa+wX4eKJri2BdKOomD0azQMv6WVnCmT8Da57fDEAGMAAREdWf+nxg7kq7iTlb08zu98/numFMt+Y2fYcrzYJcUFqJc9mPaol+zlGg7L6q1n4tmjTShaFu8mB0igqCn7ftw/Cd9TNgAKojBiAiovpVXw9MR9cAuTqVWsSV2yVIy9bUEJ3LuYsrt0tRMwl4ewroGBmEbvJHtUTuMFkjA1AdMQARETVMKrWIfu8dNNvv6Nj8gS7TV8XRSiqq8HOOEmk5d5H2sOms0MAElU38vdFNrulYra0pCvb3sfh77j9QY1PydWQVlSMmxB+T+7SEj5eHPS+FAaiuGICIiBqu+u535KqM1bqJoogbd+897EekCUUXbxbjvkpd6xytQgM0oaiFDN2imyAuMhC+XrWbzpZ/n2502oG3R3S02zUxANURAxARUcPmLgt2Ooq111+9g/XPN5RIy1Egs6Cs1n4+nh7oGBWkqyGKlwdjy6nr+OSn60bLMr1/K7wz0j4hiAGojhiAiIgaPlfqrFyfjC1Yam0NmKL8PtJyFLrXzzkK3C2vsqlMq55LwNPdomw6tjoGoDpiACIiooZI2wfK2BIkdekDJYoisgrLNWHohiYUnb+hhEptWcxYa4emR2ue3/btfUREREQuy5oFS60lCAJahgZgbEJzLB7VCTv+1BfP9ZBbfPzS3ekWhyV7YAAiIiKSiPpesDQ2NMDifW0NXrZiACIiIpKI+l5/bXKflrCmJa0+V4pnACIiIpII7fprxjKJAM1oMHutv+bj5YHp/VtZvH99rhTPAERERCQR2gVLAdQKQY5asPTtER3NhiB7By9LMAARERFJSFLnSKx5vjsiZPq1LREyP4dNAvnOyI5Y9VyCwc+ctVK8V719ExEREbmEpM6RGNIxol7nQXq6WxS8vIRaEzBGOGkCSs4DZADnASIiInIMR05Aac3zmzVAREREVG88PQT0ad3U2cVgHyAiIiKSHgYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIczgRtgHZ1kOLiYieXhIiIiCylfW5bssoXA5ABJSUlAAC5XO7kkhAREZG1SkpKIJPJTO7DxVANUKvVuHXrFgIDAyEI9l0Zt7i4GHK5HDk5OQ1yodWGfH0N+dqAhn19DfnaAF6fO2vI1wbU//WJooiSkhJERUXBw8N0Lx/WABng4eGBFi1aOPQ7goKCGuQvu1ZDvr6GfG1Aw76+hnxtAK/PnTXkawPq9/rM1fxosRM0ERERSQ4DEBEREUkOA1A98/X1xeLFi+Hr6+vsojhEQ76+hnxtQMO+voZ8bQCvz5015GsDXPv62AmaiIiIJIc1QERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEAOsHr1arRs2RJ+fn7o1asXTp8+bXL/7du3o0OHDvDz80OXLl3w/fff11NJrbN8+XL06NEDgYGBCAsLw9ixY3H58mWTx2zcuBGCIOi9/Pz86qnElluyZEmtcnbo0MHkMe5y3wCgZcuWta5PEATMmjXL4P6uft+OHj2KUaNGISoqCoIgYOfOnXqfi6KIRYsWITIyEo0aNcLgwYNx5coVs+e19m/XEUxdW1VVFebPn48uXbogICAAUVFRmDJlCm7dumXynLb8fjuKuXv3wgsv1CprUlKS2fO6wr0DzF+fob9DQRCwcuVKo+d0lftnyTOgoqICs2bNQtOmTdG4cWOMHz8e+fn5Js9r699rXTEA2dm2bdswd+5cLF68GKmpqYiPj8ewYcNw+/Ztg/ufOHECEydOxLRp03Du3DmMHTsWY8eOxYULF+q55OYdOXIEs2bNwsmTJ7Fv3z5UVVVh6NChKCsrM3lcUFAQcnNzda+srKx6KrF1OnXqpFfOY8eOGd3Xne4bAJw5c0bv2vbt2wcA+P3vf2/0GFe+b2VlZYiPj8fq1asNfr5ixQr861//wtq1a3Hq1CkEBARg2LBhqKioMHpOa/92HcXUtZWXlyM1NRULFy5EamoqvvnmG1y+fBmjR482e15rfr8dydy9A4CkpCS9sm7ZssXkOV3l3gHmr6/6deXm5mL9+vUQBAHjx483eV5XuH+WPANef/117N69G9u3b8eRI0dw69YtPPPMMybPa8vfq12IZFc9e/YUZ82apXuvUqnEqKgocfny5Qb3f/bZZ8WRI0fqbevVq5f4yiuvOLSc9nD79m0RgHjkyBGj+2zYsEGUyWT1VygbLV68WIyPj7d4f3e+b6IoinPmzBFbt24tqtVqg5+7y30TRVEEIO7YsUP3Xq1WixEREeLKlSt12xQKhejr6ytu2bLF6Hms/dutDzWvzZDTp0+LAMSsrCyj+1j7+11fDF3f1KlTxTFjxlh1Hle8d6Jo2f0bM2aMOHDgQJP7uOr9q/kMUCgUore3t7h9+3bdPpcuXRIBiMnJyQbPYevfqz2wBsiO7t+/j5SUFAwePFi3zcPDA4MHD0ZycrLBY5KTk/X2B4Bhw4YZ3d+VKJVKAEBISIjJ/UpLSxETEwO5XI4xY8bg4sWL9VE8q125cgVRUVGIjY3FpEmTkJ2dbXRfd75v9+/fx+bNm/HSSy+ZXOzXXe5bTZmZmcjLy9O7PzKZDL169TJ6f2z523UVSqUSgiAgODjY5H7W/H472+HDhxEWFob27dtj5syZKCwsNLqvO9+7/Px87NmzB9OmTTO7ryvev5rPgJSUFFRVVendiw4dOiA6OtrovbDl79VeGIDsqKCgACqVCuHh4Xrbw8PDkZeXZ/CYvLw8q/Z3FWq1Gq+99hr69u2Lzp07G92vffv2WL9+PXbt2oXNmzdDrVbj8ccfx40bN+qxtOb16tULGzduxN69e7FmzRpkZmaif//+KCkpMbi/u943ANi5cycUCgVeeOEFo/u4y30zRHsPrLk/tvztuoKKigrMnz8fEydONLnQpLW/386UlJSEL774AgcOHMB7772HI0eOYPjw4VCpVAb3d9d7BwCff/45AgMDzTYRueL9M/QMyMvLg4+PT60wbu4ZqN3H0mPshavBk01mzZqFCxcumG2H7tOnD/r06aN7//jjjyMuLg7//ve/sWzZMkcX02LDhw/X/btr167o1asXYmJi8PXXX1v0X2fuZN26dRg+fDiioqKM7uMu903Kqqqq8Oyzz0IURaxZs8bkvu70+/3cc8/p/t2lSxd07doVrVu3xuHDhzFo0CAnlsz+1q9fj0mTJpkdYOCK98/SZ4ArYw2QHYWGhsLT07NWj/f8/HxEREQYPCYiIsKq/V3B7Nmz8d133+HQoUNo0aKFVcd6e3sjISEBV69edVDp7CM4OBjt2rUzWk53vG8AkJWVhf379+Pll1+26jh3uW8AdPfAmvtjy9+uM2nDT1ZWFvbt22ey9scQc7/friQ2NhahoaFGy+pu907rp59+wuXLl63+WwScf/+MPQMiIiJw//59KBQKvf3NPQO1+1h6jL0wANmRj48PEhMTceDAAd02tVqNAwcO6P3XdHV9+vTR2x8A9u3bZ3R/ZxJFEbNnz8aOHTtw8OBBtGrVyupzqFQq/PLLL4iMjHRACe2ntLQUGRkZRsvpTvetug0bNiAsLAwjR4606jh3uW8A0KpVK0REROjdn+LiYpw6dcro/bHlb9dZtOHnypUr2L9/P5o2bWr1Ocz9fruSGzduoLCw0GhZ3eneVbdu3TokJiYiPj7e6mOddf/MPQMSExPh7e2tdy8uX76M7Oxso/fClr9Xu3FoF2sJ2rp1q+jr6ytu3LhRTE9PF2fMmCEGBweLeXl5oiiK4uTJk8W33npLt//x48dFLy8v8f333xcvXbokLl68WPT29hZ/+eUXZ12CUTNnzhRlMpl4+PBhMTc3V/cqLy/X7VPz+pYuXSr+97//FTMyMsSUlBTxueeeE/38/MSLFy864xKMeuONN8TDhw+LmZmZ4vHjx8XBgweLoaGh4u3bt0VRdO/7pqVSqcTo6Ghx/vz5tT5zt/tWUlIinjt3Tjx37pwIQPzwww/Fc+fO6UZCvfvuu2JwcLC4a9cu8fz58+KYMWPEVq1aiffu3dOdY+DAgeLHH3+se2/ub9cVru3+/fvi6NGjxRYtWohpaWl6f4eVlZVGr83c77erXF9JSYn45ptvisnJyWJmZqa4f/9+sXv37mLbtm3FiooKo9fnKvfO3PVpKZVK0d/fX1yzZo3Bc7jq/bPkGfDHP/5RjI6OFg8ePCiePXtW7NOnj9inTx+987Rv31785ptvdO8t+Xt1BAYgB/j444/F6Oho0cfHR+zZs6d48uRJ3WdPPvmkOHXqVL39v/76a7Fdu3aij4+P2KlTJ3HPnj31XGLLADD42rBhg26fmtf32muv6X4W4eHh4ogRI8TU1NT6L7wZEyZMECMjI0UfHx+xefPm4oQJE8SrV6/qPnfn+6b13//+VwQgXr58udZn7nbfDh06ZPB3UXsNarVaXLhwoRgeHi76+vqKgwYNqnXdMTEx4uLFi/W2mfrbrS+mri0zM9Po3+GhQ4d056h5beZ+v+uTqesrLy8Xhw4dKjZr1kz09vYWY2JixOnTp9cKMq5670TR/O+mKIriv//9b7FRo0aiQqEweA5XvX+WPAPu3bsn/ulPfxKbNGki+vv7i+PGjRNzc3Nrnaf6MZb8vTqC8LAwRERERJLBPkBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQETkFC1btsRHH33k7GLUm6eeegqvvfaas4tBRA8xABGR5G3ZsgWenp6YNWuWs4tCRPWEAYiIJG/dunX4y1/+gi1btqCiosLZxSGiesAAREQO8dRTT2H27NmYPXs2ZDIZQkNDsXDhQlRffrC8vBwvvfQSAgMDER0djU8++UTvHPPnz0e7du3g7++P2NhYLFy4EFVVVbrPf/75ZwwYMACBgYEICgpCYmIizp49q/v82LFj6N+/Pxo1agS5XI5XX30VZWVlet+RmZmJEydO4K233kK7du3wzTff6H2+ceNGBAcH47///S/i4uLQuHFjJCUlITc3V7fPgwcP8OqrryI4OBhNmzbF/PnzMXXqVIwdO9boz6eyshJvvvkmmjdvjoCAAPTq1QuHDx+25kdMRHXAAEREDvP555/Dy8sLp0+fxj//+U98+OGH+Oyzz3Sff/DBB3jsscdw7tw5/OlPf8LMmTNx+fJl3eeBgYHYuHEj0tPT8c9//hOffvop/vGPf+g+nzRpElq0aIEzZ84gJSUFb731Fry9vQEAGRkZSEpKwvjx43H+/Hls27YNx44dw+zZs/XKuGHDBowcORIymQzPP/881q1bV+s6ysvL8f7772PTpk04evQosrOz8eabb+o+f++99/Dll19iw4YNOH78OIqLi7Fz506TP5vZs2cjOTkZW7duxfnz5/H73/8eSUlJuHLlilU/YyKykcPXmyciSXryySfFuLg4Ua1W67bNnz9fjIuLE0VRFGNiYsTnn39e95larRbDwsLENWvWGD3nypUrxcTERN37wMBAcePGjQb3nTZtmjhjxgy9bT/99JPo4eEh3rt3TxRFUVSpVKJcLhd37twpiqIo3rlzR/Tx8RGvXbumO2bDhg0iAPHq1au6batXrxbDw8N178PDw8WVK1fq3j948ECMjo4Wx4wZo/fzmDNnjiiKopiVlSV6enqKN2/e1CvfoEGDxLffftvo9ROR/bAGiIgcpnfv3hAEQfe+T58+uHLlClQqFQCga9euus8EQUBERARu376t27Zt2zb07dsXERERaNy4Mf76178iOztb9/ncuXPx8ssvY/DgwXj33XeRkZGh++znn3/Gxo0b0bhxY91r2LBhUKvVyMzMBADs27cPZWVlGDFiBAAgNDQUQ4YMwfr16/Wuw9/fH61bt9a9j4yM1JVTqVQiPz8fPXv21H3u6emJxMREoz+XX375BSqVCu3atdMr35EjR/SugYgcx8vZBSAi6dI2V2kJggC1Wg0ASE5OxqRJk7B06VIMGzYMMpkMW7duxQcffKDbf8mSJfjDH/6APXv24IcffsDixYuxdetWjBs3DqWlpXjllVfw6quv1vre6OhoAJrOz0VFRWjUqJHuM7VajfPnz2Pp0qXw8PAwWk6xWl8ma5WWlsLT0xMpKSnw9PTU+6xx48Y2n5eILMcAREQOc+rUKb33J0+eRNu2bWs99A05ceIEYmJi8M477+i2ZWVl1dqvXbt2aNeuHV5//XVMnDgRGzZswLhx49C9e3ekp6ejTZs2Bs9fWFiIXbt2YevWrejUqZNuu0qlQr9+/fDjjz8iKSnJbDllMhnCw8Nx5swZPPHEE7pzpKamolu3bgaPSUhIgEqlwu3bt9G/f3+z30FE9scAREQOk52djblz5+KVV15BamoqPv74Y70aHFPatm2L7OxsbN26FT169MCePXuwY8cO3ef37t3DvHnz8Lvf/Q6tWrXCjRs3cObMGYwfPx6AZgRZ7969MXv2bLz88ssICAhAeno69u3bh1WrVmHTpk1o2rQpnn32Wb1mOgAYMWIE1q1bZ1EAAoA///nPWL58Odq0aYMOHTrg448/xt27d2udV6tdu3aYNGkSpkyZgg8++AAJCQm4c+cODhw4gK5du2LkyJEWfS8R2Y4BiIgcZsqUKbh37x569uwJT09PzJkzBzNmzLDo2NGjR+P111/H7NmzUVlZiZEjR2LhwoVYsmQJAE0/m8LCQkyZMgX5+fkIDQ3FM888g6VLlwLQ9C86cuQI3nnnHfTv3x+iKKJ169aYMGECAGD9+vUYN26cwZAyfvx4TJ48GQUFBRaVdf78+cjLy8OUKVPg6emJGTNmYNiwYSZrujZs2IC//e1veOONN3Dz5k2Ehoaid+/eePrppy36TiKqG0GsS0M2EZERTz31FLp16yap5S601Go14uLi8Oyzz2LZsmXOLg4RGcAaICKiOsrKysKPP/6IJ598EpWVlVi1ahUyMzPxhz/8wdlFIyIjOAyeiKiOPDw8sHHjRvTo0QN9+/bFL7/8gv379yMuLs7ZRSMiI9gERkRERJLDGiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikpz/D1BDmFQgt1f4AAAAAElFTkSuQmCC", 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "63829.0 63830.0 97 2 Parameter('H', value=16.29651483606806, unit=mag) Parameter('G12', value=0.6262800674989736, unit=, bounds=[0, 1])\n", - "[ 0.08425331 -0.02273217] mag\n", - "[False False]\n", - "save data/outlier_6098332225018000_63829\n", - "plots/phase_curve_6098332225018000_63829.png\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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ssObjectIdfilter_namemagmagErrmidPointMjdTairadecphaseAngletopocentricDistheliocentricDistreduced_magnum_obsoutlier
96098332225018000r20.3700010.04863316.24186235.543880-23.60977914.1117822.6282493.31314415.670466109True
106098332225018000r20.4400010.03563308.28558235.622369-23.57372015.4274032.7179453.30375515.673758109True
116098332225018000r20.4430010.03763308.28513235.622362-23.57371415.4274692.7179503.30375515.676755109True
126098332225018000r20.4780010.03363305.34774235.561591-23.53903915.8306222.7530263.30026215.686207109True
136098332225018000r20.4419990.03163305.34722235.561579-23.53902915.8306902.7530323.30026215.650201109True
176098332225018000r20.0060010.02163335.34367233.939466-23.3249659.6473482.4554533.33525315.439699109True
386098332225018000r19.4880010.01263367.27448228.204497-21.7118431.4001262.3620973.37073314.982891109True
506098332225018000r20.8510000.05963447.03748224.390778-18.86276416.9886113.1826383.45002715.647951109True
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"50 224.390778 -18.862764 16.988611 3.182638 3.450027 \n", - "\n", - " reduced_mag num_obs outlier \n", - "9 15.670466 109 True \n", - "10 15.673758 109 True \n", - "11 15.676755 109 True \n", - "12 15.686207 109 True \n", - "13 15.650201 109 True \n", - "17 15.439699 109 True \n", - "38 14.982891 109 True \n", - "50 15.647951 109 True " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_obs[df_obs[\"outlier\"] == True]" ] diff --git a/notebooks/gen_test_data/get_test_data.ipynb b/notebooks/gen_test_data/get_test_data.ipynb index 38af071..887faa9 100644 --- a/notebooks/gen_test_data/get_test_data.ipynb +++ b/notebooks/gen_test_data/get_test_data.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "89353ba3-fef0-4e44-b5a7-cf84e8895e38", "metadata": { "execution": { @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c8c661de-721c-4a8a-8950-d94a64a7e351", "metadata": { "execution": { @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "0780edfd-b9a8-4d07-b12a-0fcc427661ef", "metadata": { "execution": { @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "43ed6219-d23f-4d84-9aa4-68420d43405a", "metadata": { "execution": { @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "816d8725-8cab-4f3b-b6e5-35cd2d85dc3a", "metadata": { "execution": { @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "24611019-4132-4c2b-9bef-f7253dd8b55e", "metadata": { "execution": { @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "c596e3f0-7575-4aba-9b99-9f0a9ff953a5", "metadata": { "execution": { @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "641b82a5-3ffc-44fd-803a-e658a226a92d", "metadata": { "execution": { @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "fbe7b23f-2061-4f39-aefb-34c5b53af238", "metadata": { "execution": { @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "0421e5a7-44d2-4955-8880-d8f009f18bb7", "metadata": { "execution": { @@ -218,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "64e8ae53-a487-4a0c-a6da-3dd4574dc6ca", "metadata": { "execution": { @@ -229,33 +229,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:16.831896Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['diaSourceId', 'eclipticBeta', 'eclipticLambda', 'galacticB',\n", - " 'galacticL', 'heliocentricDist', 'heliocentricVX', 'heliocentricVY',\n", - " 'heliocentricVZ', 'heliocentricX', 'heliocentricY', 'heliocentricZ',\n", - " 'mpcUniqueId', 'phaseAngle', 'predictedDecErr', 'predictedMagnitude',\n", - " 'predictedMagnitudeErr', 'predictedRaDecCov', 'predictedRaErr',\n", - " 'residualDec', 'residualRa', 'ssObjectId', 'topocentricDist',\n", - " 'topocentricVX', 'topocentricVY', 'topocentricVZ', 'topocentricX',\n", - " 'topocentricY', 'topocentricZ'],\n", - " dtype='object')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sssource_table.columns" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "874e3fab-d89e-42ba-8ccd-adefef1ee2d6", "metadata": { "execution": { @@ -288,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "fb1935bf-71ba-41b7-a19f-0be50ccfa48c", "metadata": { "execution": { @@ -306,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "dac407b7-b86a-44cf-99d4-de8bc7e4a70f", "metadata": { "execution": { @@ -317,36 +298,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.031499Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['arc', 'discoverySubmissionDate', 'firstObservationDate', 'flags',\n", - " 'g_Chi2', 'g_G12', 'g_G12Err', 'g_H', 'g_H_gG12_Cov', 'g_HErr',\n", - " 'g_Ndata', 'i_Chi2', 'i_G12', 'i_G12Err', 'i_H', 'i_H_iG12_Cov',\n", - " 'i_HErr', 'i_Ndata', 'maxExtendedness', 'medianExtendedness',\n", - " 'minExtendedness', 'MOID', 'MOIDDeltaV', 'MOIDEclipticLongitude',\n", - " 'MOIDTrueAnomaly', 'numObs', 'r_Chi2', 'r_G12', 'r_G12Err', 'r_H',\n", - " 'r_H_rG12_Cov', 'r_HErr', 'r_Ndata', 'ssObjectId', 'u_Chi2', 'u_G12',\n", - " 'u_G12Err', 'u_H', 'u_H_uG12_Cov', 'u_HErr', 'u_Ndata', 'y_Chi2',\n", - " 'y_G12', 'y_G12Err', 'y_H', 'y_H_yG12_Cov', 'y_HErr', 'y_Ndata',\n", - " 'z_Chi2', 'z_G12', 'z_G12Err', 'z_H', 'z_H_zG12_Cov', 'z_HErr',\n", - " 'z_Ndata'],\n", - " dtype='object')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ssobject_table.columns" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "e6c8b5ed-cd14-4e7c-a0f0-39d2b628d224", "metadata": { "execution": { @@ -357,30 +316,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.036455Z" } }, - 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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
0r826978-22.9581760.000005-22.95816329051001359002134851818877490650436922.1229990.04122.03350461648.282552012 AA35323.8906810.00.000005323.89068422.464245215055318663061648.28255
1r2035180-14.5536220.000018-14.55361766444789591025404938700631352360757623.1860010.17623.27723963793.111232012 AA35220.5721830.00.000018220.5721515.233148215055318663063793.11123
2i5382021.0900520.0000031.090046-181439518777457511510204388737454757521.8099990.03721.94130961155.179062012 AA35195.1957580.00.000003195.19575924.892813215055318663061155.17906
3g1994507-14.1333740.000004-14.133380-276407438755406681714994855107583542622.6650010.04921.96153363715.303572012 AA35230.7602510.00.000004230.76024618.796614215055318663063715.30357
4g5342530.5899820.0000030.589986-210125988702448898718663684193219630522.4170000.02821.66575461145.189532012 AA35197.5115560.00.000003197.51155632.894073215055318663061145.18953
............................................................
845g7799-10.6707600.000004-10.670763-874443130836536444-134585323255259465522.9450000.04622.34697760228.056062014 QL433323.5329140.00.000004323.53291420.022480826857066833589477660228.05606
846r109009029.3204280.00003529.320468-7987737159207644782-133479233095888364623.0680010.21123.15561562113.174492014 QL43374.6917870.00.00003574.6918384.365090826857066833589477662113.17449
847r4492-10.8895070.000006-10.889517-5709489065863214846-78656394359531951822.1430000.05722.11356060223.988772014 QL433322.7789010.00.000006322.77890416.158491826857066833589477660223.98877
848i1237285-18.6258920.000008-18.625884-713349703496633846-75445804437712980121.3130000.06021.48485862406.114722014 QL433298.1458860.00.000008298.14588715.350567826857066833589477662406.11472
849z1787-11.0828000.000004-11.082798-5759155309338170925-16972284933633726521.7240010.05421.87218160220.043712014 QL433322.1149880.00.000004322.11498617.056187826857066833589477660220.04371
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"2 102043887374547575 21.809999 0.037 21.941309 61155.17906 \n", - "3 149948551075835426 22.665001 0.049 21.961533 63715.30357 \n", - "4 186636841932196305 22.417000 0.028 21.665754 61145.18953 \n", - ".. ... ... ... ... ... \n", - "845 -1345853232552594655 22.945000 0.046 22.346977 60228.05606 \n", - "846 -1334792330958883646 23.068001 0.211 23.155615 62113.17449 \n", - "847 -786563943595319518 22.143000 0.057 22.113560 60223.98877 \n", - "848 -754458044377129801 21.313000 0.060 21.484858 62406.11472 \n", - "849 -169722849336337265 21.724001 0.054 21.872181 60220.04371 \n", - "\n", - " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", - "0 2012 AA35 323.890681 0.0 0.000005 323.890684 22.464245 \n", - "1 2012 AA35 220.572183 0.0 0.000018 220.572151 5.233148 \n", - "2 2012 AA35 195.195758 0.0 0.000003 195.195759 24.892813 \n", - "3 2012 AA35 230.760251 0.0 0.000004 230.760246 18.796614 \n", - "4 2012 AA35 197.511556 0.0 0.000003 197.511556 32.894073 \n", - ".. ... ... ... ... ... ... \n", - "845 2014 QL433 323.532914 0.0 0.000004 323.532914 20.022480 \n", - "846 2014 QL433 74.691787 0.0 0.000035 74.691838 4.365090 \n", - "847 2014 QL433 322.778901 0.0 0.000006 322.778904 16.158491 \n", - "848 2014 QL433 298.145886 0.0 0.000008 298.145887 15.350567 \n", - "849 2014 QL433 322.114988 0.0 0.000004 322.114986 17.056187 \n", - "\n", - " ssObjectId ssObjectReassocTime \n", - "0 2150553186630 61648.28255 \n", - "1 2150553186630 63793.11123 \n", - "2 2150553186630 61155.17906 \n", - "3 2150553186630 63715.30357 \n", - "4 2150553186630 61145.18953 \n", - ".. ... ... \n", - "845 8268570668335894776 60228.05606 \n", - "846 8268570668335894776 62113.17449 \n", - "847 8268570668335894776 60223.98877 \n", - "848 8268570668335894776 62406.11472 \n", - "849 8268570668335894776 60220.04371 \n", - "\n", - "[850 rows x 19 columns]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "diatable" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "7753f35c-870e-465f-b40b-76405853bff6", "metadata": { "execution": { @@ -1054,37 +439,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.287862Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "diaSourceId\n", - "-9112763465827438840 1\n", - " 2014190870401796341 1\n", - " 2956629072724944049 1\n", - " 2953752972822018602 1\n", - " 2905571607555473454 1\n", - " ..\n", - "-3557787637099240757 1\n", - "-3611971859248121084 1\n", - "-3616614797387747902 1\n", - "-3673733155341467608 1\n", - " 9049818896742252656 1\n", - "Name: count, Length: 326, dtype: int64" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "diatable[(diatable[\"ssObjectId\"] == test_id)].value_counts(\"diaSourceId\")" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "a75c4bea-1054-45db-b5f6-8a2993092b86", "metadata": { "execution": { @@ -1095,37 +457,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.300696Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "diaSourceId\n", - "-8989137328016011290 1\n", - " 1805778899780713919 1\n", - " 4172232680473561059 1\n", - " 4078564031605990189 1\n", - " 3990456179953581022 1\n", - " ..\n", - "-3973452237660372181 1\n", - "-4294335785927851736 1\n", - "-4457341712489589716 1\n", - "-4684177232370434022 1\n", - " 8731362318873589325 1\n", - "Name: count, Length: 109, dtype: int64" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "diatable[(diatable[\"ssObjectId\"] == test_id) & (diatable[\"band\"] == \"r\")].value_counts(\"diaSourceId\")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "56b4b04a-3b22-4092-95a9-49aaa5c1d1ed", "metadata": { "execution": { @@ -1146,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "37bc252d-c1f3-47d8-97c2-3a19ca34b0f3", "metadata": { "execution": { @@ -1169,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "bf5045bb-2a7b-4d63-b5f3-1caeaf3c01f5", "metadata": { "execution": { @@ -1190,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "6e1a1bdd-1b94-4225-bc95-b383233b6c2d", "metadata": { "execution": { @@ -1212,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "26b6974b-ff98-4f4e-ab49-352a48ba895a", "metadata": { "execution": { @@ -1239,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "0433626a-057a-45c2-8cd1-68f3de4022b6", "metadata": { "execution": { @@ -1250,365 +589,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.380971Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
0r826978-22.9581760.000005-22.95816329051001359002134851818877490650436922.1229990.04122.03350461648.282552012 AA35323.8906810.00.000005323.89068422.464245215055318663061648.28255
1r2035180-14.5536220.000018-14.55361766444789591025404938700631352360757623.1860010.17623.27723963793.111232012 AA35220.5721830.00.000018220.5721515.233148215055318663063793.11123
2i5382021.0900520.0000031.090046-181439518777457511510204388737454757521.8099990.03721.94130961155.179062012 AA35195.1957580.00.000003195.19575924.892813215055318663061155.17906
3g1994507-14.1333740.000004-14.133380-276407438755406681714994855107583542622.6650010.04921.96153363715.303572012 AA35230.7602510.00.000004230.76024618.796614215055318663063715.30357
4g5342530.5899820.0000030.589986-210125988702448898718663684193219630522.4170000.02821.66575461145.189532012 AA35197.5115560.00.000003197.51155632.894073215055318663061145.18953
............................................................
845g7799-10.6707600.000004-10.670763-874443130836536444-134585323255259465522.9450000.04622.34697760228.056062014 QL433323.5329140.00.000004323.53291420.022480826857066833589477660228.05606
846r109009029.3204280.00003529.320468-7987737159207644782-133479233095888364623.0680010.21123.15561562113.174492014 QL43374.6917870.00.00003574.6918384.365090826857066833589477662113.17449
847r4492-10.8895070.000006-10.889517-5709489065863214846-78656394359531951822.1430000.05722.11356060223.988772014 QL433322.7789010.00.000006322.77890416.158491826857066833589477660223.98877
848i1237285-18.6258920.000008-18.625884-713349703496633846-75445804437712980121.3130000.06021.48485862406.114722014 QL433298.1458860.00.000008298.14588715.350567826857066833589477662406.11472
849z1787-11.0828000.000004-11.082798-5759155309338170925-16972284933633726521.7240010.05421.87218160220.043712014 QL433322.1149880.00.000004322.11498617.056187826857066833589477660220.04371
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850 rows × 19 columns

\n", - "
" - ], - "text/plain": [ - " band ccdVisitId dec decErr decTrue diaObjectId \\\n", - "0 r 826978 -22.958176 0.000005 -22.958163 2905100135900213485 \n", - "1 r 2035180 -14.553622 0.000018 -14.553617 6644478959102540493 \n", - "2 i 538202 1.090052 0.000003 1.090046 -1814395187774575115 \n", - "3 g 1994507 -14.133374 0.000004 -14.133380 -2764074387554066817 \n", - "4 g 534253 0.589982 0.000003 0.589986 -2101259887024488987 \n", - ".. ... ... ... ... ... ... \n", - "845 g 7799 -10.670760 0.000004 -10.670763 -874443130836536444 \n", - "846 r 1090090 29.320428 0.000035 29.320468 -7987737159207644782 \n", - "847 r 4492 -10.889507 0.000006 -10.889517 -5709489065863214846 \n", - "848 i 1237285 -18.625892 0.000008 -18.625884 -713349703496633846 \n", - "849 z 1787 -11.082800 0.000004 -11.082798 -5759155309338170925 \n", - "\n", - " diaSourceId mag magErr magTrueVband midPointMjdTai \\\n", - "0 18188774906504369 22.122999 0.041 22.033504 61648.28255 \n", - "1 87006313523607576 23.186001 0.176 23.277239 63793.11123 \n", - "2 102043887374547575 21.809999 0.037 21.941309 61155.17906 \n", - "3 149948551075835426 22.665001 0.049 21.961533 63715.30357 \n", - "4 186636841932196305 22.417000 0.028 21.665754 61145.18953 \n", - ".. ... ... ... ... ... \n", - "845 -1345853232552594655 22.945000 0.046 22.346977 60228.05606 \n", - "846 -1334792330958883646 23.068001 0.211 23.155615 62113.17449 \n", - "847 -786563943595319518 22.143000 0.057 22.113560 60223.98877 \n", - "848 -754458044377129801 21.313000 0.060 21.484858 62406.11472 \n", - "849 -169722849336337265 21.724001 0.054 21.872181 60220.04371 \n", - "\n", - " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", - "0 2012 AA35 323.890681 0.0 0.000005 323.890684 22.464245 \n", - "1 2012 AA35 220.572183 0.0 0.000018 220.572151 5.233148 \n", - "2 2012 AA35 195.195758 0.0 0.000003 195.195759 24.892813 \n", - "3 2012 AA35 230.760251 0.0 0.000004 230.760246 18.796614 \n", - "4 2012 AA35 197.511556 0.0 0.000003 197.511556 32.894073 \n", - ".. ... ... ... ... ... ... \n", - "845 2014 QL433 323.532914 0.0 0.000004 323.532914 20.022480 \n", - "846 2014 QL433 74.691787 0.0 0.000035 74.691838 4.365090 \n", - "847 2014 QL433 322.778901 0.0 0.000006 322.778904 16.158491 \n", - "848 2014 QL433 298.145886 0.0 0.000008 298.145887 15.350567 \n", - "849 2014 QL433 322.114988 0.0 0.000004 322.114986 17.056187 \n", - "\n", - " ssObjectId ssObjectReassocTime \n", - "0 2150553186630 61648.28255 \n", - "1 2150553186630 63793.11123 \n", - "2 2150553186630 61155.17906 \n", - "3 2150553186630 63715.30357 \n", - "4 2150553186630 61145.18953 \n", - ".. ... ... \n", - "845 8268570668335894776 60228.05606 \n", - "846 8268570668335894776 62113.17449 \n", - "847 8268570668335894776 60223.98877 \n", - "848 8268570668335894776 62406.11472 \n", - "849 8268570668335894776 60220.04371 \n", - "\n", - "[850 rows x 19 columns]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "diatable" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "a4a41ba6-b8bc-4a24-9e6d-e69d0dc19866", "metadata": { "execution": { @@ -1619,18 +607,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.411022Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "850" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"append\", index=False)\n", "diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"replace\", index=False)" @@ -1638,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "aaab53fe-5391-42f4-9458-c80f8201626f", "metadata": { "execution": { @@ -1649,18 +626,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.497140Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "850" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"append\", index=False)\n", "sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"replace\", index=False)" @@ -1668,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "00e59db2-d3d5-47ba-b166-e9baa38a18ca", "metadata": { "execution": { @@ -1679,18 +645,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.567954Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"append\", index=False)\n", "ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"replace\", index=False)" @@ -1698,7 +653,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "2ef861b6-a2f7-48d3-9494-775525288635", "metadata": { "execution": { @@ -1709,18 +664,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.621916Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"append\", index=False)\n", "mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"replace\", index=False)" @@ -1728,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "dbef0ea3-614e-46f1-9ef6-dd8373fe51c6", "metadata": { "execution": { @@ -1739,18 +683,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.671885Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "326" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_diatable = diatable.copy()[diatable[\"ssObjectId\"] == test_id]\n", "_diatable[\"ssObjectId\"] = fake_id\n", @@ -1774,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "e3bb4edd-844f-436c-acec-cf75075a216e", "metadata": { "execution": { @@ -1785,373 +718,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.703975Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_52725/2339136216.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", - " _diatable[diatable[\"band\"]==\"r\"]\n" - ] - }, - { - "data": { - "text/html": [ - "
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bandccdVisitIddecdecErrdecTruediaObjectIddiaSourceIdmagmagErrmagTrueVbandmidPointMjdTainameTruerara_dec_CovraErrraTruesnrssObjectIdssObjectReassocTime
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............................................................
744r15781918.4364330.0000038.436428-3020165854097591068-630457632257709212821.4930000.02321.42837762979.983302007 YP19144.9082690.00.000003144.90826740.044960609833222501800062979.9833
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753r15464466.4338430.0000026.433845-2893420366368583536-381309329053816784020.2770000.00920.25929162924.236362007 YP19148.0715180.00.000002148.071521102.337112609833222501800062924.23636
754r2064499-19.6440180.000003-19.6440146417447345348174851506061211926885431221.9170000.02621.93387863829.188172007 YP19287.2896530.00.000003287.28964835.424385609833222501800063829.18817
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109 rows × 19 columns

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" - ], - "text/plain": [ - " band ccdVisitId dec decErr decTrue diaObjectId \\\n", - "430 r 1559730 7.863010 0.000004 7.863015 -3580038114250342596 \n", - "433 r 780833 -22.900968 0.000002 -22.900965 -521206056487428976 \n", - "436 r 1525503 4.891761 0.000003 4.891765 -2089631523328994047 \n", - "437 r 1518294 4.769100 0.000002 4.769100 8562264045153953494 \n", - "439 r 803754 -22.478758 0.000004 -22.478761 -3629038990732461328 \n", - ".. ... ... ... ... ... ... \n", - "744 r 1578191 8.436433 0.000003 8.436428 -3020165854097591068 \n", - "747 r 14134 10.709536 0.000002 10.709537 -3499583069220269056 \n", - "748 r 771981 -23.210095 0.000005 -23.210088 -3336099871633094386 \n", - "753 r 1546446 6.433843 0.000002 6.433845 -2893420366368583536 \n", - "754 r 2064499 -19.644018 0.000003 -19.644014 6417447345348174851 \n", - "\n", - " diaSourceId mag magErr magTrueVband midPointMjdTai \\\n", - "430 2887483772454859384 20.820000 0.022 20.833990 62949.16153 \n", - "433 9031080621074865304 21.375999 0.014 21.343254 61586.24199 \n", - "436 -9018027133072812392 20.544001 0.014 20.540991 62893.29190 \n", - "437 -8347653590176410624 20.754000 0.012 20.740877 62883.29148 \n", - "439 -2246078978940982088 21.924000 0.034 21.922724 61616.00915 \n", - ".. ... ... ... ... ... \n", - "744 -6304576322577092128 21.493000 0.023 21.428377 62979.98330 \n", - "747 -758838375483899976 20.813999 0.012 20.796556 60236.10681 \n", - "748 -2618953178366439064 21.737000 0.034 21.680283 61556.35286 \n", - "753 -3813093290538167840 20.277000 0.009 20.259291 62924.23636 \n", - "754 5060612119268854312 21.917000 0.026 21.933878 63829.18817 \n", - "\n", - " nameTrue ra ra_dec_Cov raErr raTrue snr \\\n", - "430 2007 YP19 144.570527 0.0 0.000004 144.570536 41.865185 \n", - "433 2007 YP19 270.687276 0.0 0.000002 270.687274 65.788147 \n", - "436 2007 YP19 153.876449 0.0 0.000003 153.876452 65.788147 \n", - "437 2007 YP19 155.143920 0.0 0.000002 155.143925 76.752838 \n", - "439 2007 YP19 265.896019 0.0 0.000004 265.896015 27.089237 \n", - ".. ... ... ... ... ... ... \n", - "744 2007 YP19 144.908269 0.0 0.000003 144.908267 40.044960 \n", - "747 2007 YP19 9.406403 0.0 0.000002 9.406405 76.752838 \n", - "748 2007 YP19 276.470667 0.0 0.000005 276.470674 27.089237 \n", - "753 2007 YP19 148.071518 0.0 0.000002 148.071521 102.337112 \n", - "754 2007 YP19 287.289653 0.0 0.000003 287.289648 35.424385 \n", - "\n", - " ssObjectId ssObjectReassocTime \n", - "430 6098332225018000 62949.16153 \n", - "433 6098332225018000 61586.24199 \n", - "436 6098332225018000 62893.2919 \n", - "437 6098332225018000 62883.29148 \n", - "439 6098332225018000 61616.00915 \n", - ".. ... ... \n", - "744 6098332225018000 62979.9833 \n", - "747 6098332225018000 60236.10681 \n", - "748 6098332225018000 61556.35286 \n", - "753 6098332225018000 62924.23636 \n", - "754 6098332225018000 63829.18817 \n", - "\n", - "[109 rows x 19 columns]" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_diatable[diatable[\"band\"] == \"r\"]" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "53f27516-1c24-4567-b1f6-11b93cde07e8", "metadata": { "execution": { @@ -2162,18 +736,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.725393Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_sssource_table = sssource_table.copy()[sssource_table[\"ssObjectId\"] == test_id]\n", "_sssource_table[\"ssObjectId\"] = fake_id\n", @@ -2191,7 +754,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "5935a89f-ddae-4587-9546-0dce6f91789c", "metadata": { "execution": { @@ -2217,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "7a53c503-3a1a-44f3-b8c2-0aa5dde7a397", "metadata": { "execution": { @@ -2235,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "06b38c09-3fe4-4eb9-811b-37a97052b0c8", "metadata": { "execution": { @@ -2286,7 +849,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "53b44a8b-0aed-4d90-8397-aed7c6ba4514", "metadata": { "execution": { @@ -2297,256 +860,14 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.817493Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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ssObjectIddiaSourceIdmagmagErrbandmidPointMjdTairadecphaseAngletopocentricDistheliocentricDist
06098332225018000757296236137820218422.7600000.069r61469.38552272.404111-24.23482815.5372513.6990833.521290
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2609833222501800031659371264688205622.7080000.114r61477.39732274.162500-24.14041316.0248703.5894103.526729
36098332225018000-890947909005137251222.5750010.068r61485.38436275.693450-24.03171716.3141373.4773253.531972
46098332225018000-341225924141089652822.4650000.042r61497.32416277.520845-23.85594816.3353813.3077923.539473
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1046098332225018000726487490872820817620.3110010.013r60705.11646109.79381418.9210267.6168881.7996762.739629
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109 rows × 11 columns

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" - ], - "text/plain": [ - " ssObjectId diaSourceId mag magErr band \\\n", - "0 6098332225018000 7572962361378202184 22.760000 0.069 r \n", - "1 6098332225018000 5959460032317872944 22.643999 0.060 r \n", - "2 6098332225018000 316593712646882056 22.708000 0.114 r \n", - "3 6098332225018000 -8909479090051372512 22.575001 0.068 r \n", - "4 6098332225018000 -3412259241410896528 22.465000 0.042 r \n", - ".. ... ... ... ... ... \n", - "104 6098332225018000 7264874908728208176 20.311001 0.013 r \n", - "105 6098332225018000 3063975096637317000 20.304001 0.016 r \n", - "106 6098332225018000 -2831084673266836416 20.698000 0.012 r \n", - "107 6098332225018000 -4735777048316064960 20.289000 0.012 r \n", - "108 6098332225018000 -6361267151139565584 20.368000 0.016 r \n", - "\n", - " midPointMjdTai ra dec phaseAngle topocentricDist \\\n", - "0 61469.38552 272.404111 -24.234828 15.537251 3.699083 \n", - "1 61473.39835 273.311348 -24.189850 15.804915 3.644592 \n", - "2 61477.39732 274.162500 -24.140413 16.024870 3.589410 \n", - "3 61485.38436 275.693450 -24.031717 16.314137 3.477325 \n", - "4 61497.32416 277.520845 -23.855948 16.335381 3.307792 \n", - ".. ... ... ... ... ... \n", - "104 60705.11646 109.793814 18.921026 7.616888 1.799676 \n", - "105 60706.12867 109.613810 18.928812 8.016209 1.804875 \n", - "106 62469.15210 37.696298 19.070094 8.446361 1.985002 \n", - "107 62445.22742 42.202635 21.014299 1.922925 1.945042 \n", - "108 62442.23218 42.815893 21.233897 2.826932 1.951639 \n", - "\n", - " heliocentricDist \n", - "0 3.521290 \n", - "1 3.524037 \n", - "2 3.526729 \n", - "3 3.531972 \n", - "4 3.539473 \n", - ".. ... \n", - "104 2.739629 \n", - "105 2.739833 \n", - "106 2.905847 \n", - "107 2.933355 \n", - "108 2.936889 \n", - "\n", - "[109 rows x 11 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pd.read_sql_query(example_query, cnx)" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "90d6c5fc-4848-4d4f-84c7-5f247f08de7d", "metadata": { "execution": { @@ -2564,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "e8d59efa-1e98-4cd2-9e1a-3609df99934b", "metadata": { "execution": { @@ -2582,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "7c087e1b-8bfe-4572-accf-49585a6a08a1", "metadata": { "execution": { @@ -2593,37 +914,7 @@ "shell.execute_reply.started": "2024-05-16T15:51:17.868629Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('table',\n", - " 'diaSource',\n", - " 'diaSource',\n", - " 2,\n", - " 'CREATE TABLE \"diaSource\" (\\n\"band\" TEXT,\\n \"ccdVisitId\" INTEGER,\\n \"dec\" REAL,\\n \"decErr\" REAL,\\n \"decTrue\" REAL,\\n \"diaObjectId\" INTEGER,\\n \"diaSourceId\" INTEGER,\\n \"mag\" REAL,\\n \"magErr\" REAL,\\n \"magTrueVband\" REAL,\\n \"midPointMjdTai\" REAL,\\n \"nameTrue\" TEXT,\\n \"ra\" REAL,\\n \"ra_dec_Cov\" REAL,\\n \"raErr\" REAL,\\n \"raTrue\" REAL,\\n \"snr\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"ssObjectReassocTime\" TEXT\\n)'),\n", - " ('table',\n", - " 'ssSource',\n", - " 'ssSource',\n", - " 3,\n", - " 'CREATE TABLE \"ssSource\" (\\n\"diaSourceId\" INTEGER,\\n \"eclipticBeta\" REAL,\\n \"eclipticLambda\" REAL,\\n \"galacticB\" REAL,\\n \"galacticL\" REAL,\\n \"heliocentricDist\" REAL,\\n \"heliocentricVX\" REAL,\\n \"heliocentricVY\" REAL,\\n \"heliocentricVZ\" REAL,\\n \"heliocentricX\" REAL,\\n \"heliocentricY\" REAL,\\n \"heliocentricZ\" REAL,\\n \"mpcUniqueId\" INTEGER,\\n \"phaseAngle\" REAL,\\n \"predictedDecErr\" REAL,\\n \"predictedMagnitude\" REAL,\\n \"predictedMagnitudeErr\" REAL,\\n \"predictedRaDecCov\" REAL,\\n \"predictedRaErr\" REAL,\\n \"residualDec\" REAL,\\n \"residualRa\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"topocentricDist\" REAL,\\n \"topocentricVX\" REAL,\\n \"topocentricVY\" REAL,\\n \"topocentricVZ\" REAL,\\n \"topocentricX\" REAL,\\n \"topocentricY\" REAL,\\n \"topocentricZ\" REAL\\n)'),\n", - " ('table',\n", - " 'ssObject',\n", - " 'ssObject',\n", - " 5,\n", - " 'CREATE TABLE \"ssObject\" (\\n\"arc\" REAL,\\n \"discoverySubmissionDate\" REAL,\\n \"firstObservationDate\" REAL,\\n \"flags\" INTEGER,\\n \"g_Chi2\" REAL,\\n \"g_G12\" REAL,\\n \"g_G12Err\" REAL,\\n \"g_H\" REAL,\\n \"g_H_gG12_Cov\" REAL,\\n \"g_HErr\" REAL,\\n \"g_Ndata\" INTEGER,\\n \"i_Chi2\" REAL,\\n \"i_G12\" REAL,\\n \"i_G12Err\" REAL,\\n \"i_H\" REAL,\\n \"i_H_iG12_Cov\" REAL,\\n \"i_HErr\" REAL,\\n \"i_Ndata\" INTEGER,\\n \"maxExtendedness\" REAL,\\n \"medianExtendedness\" REAL,\\n \"minExtendedness\" REAL,\\n \"MOID\" REAL,\\n \"MOIDDeltaV\" REAL,\\n \"MOIDEclipticLongitude\" REAL,\\n \"MOIDTrueAnomaly\" REAL,\\n \"numObs\" INTEGER,\\n \"r_Chi2\" REAL,\\n \"r_G12\" REAL,\\n \"r_G12Err\" REAL,\\n \"r_H\" REAL,\\n \"r_H_rG12_Cov\" REAL,\\n \"r_HErr\" REAL,\\n \"r_Ndata\" INTEGER,\\n \"ssObjectId\" INTEGER,\\n \"u_Chi2\" REAL,\\n \"u_G12\" REAL,\\n \"u_G12Err\" REAL,\\n \"u_H\" REAL,\\n \"u_H_uG12_Cov\" REAL,\\n \"u_HErr\" REAL,\\n \"u_Ndata\" INTEGER,\\n \"y_Chi2\" REAL,\\n \"y_G12\" REAL,\\n \"y_G12Err\" REAL,\\n \"y_H\" REAL,\\n \"y_H_yG12_Cov\" REAL,\\n \"y_HErr\" REAL,\\n \"y_Ndata\" INTEGER,\\n \"z_Chi2\" REAL,\\n \"z_G12\" REAL,\\n \"z_G12Err\" REAL,\\n \"z_H\" REAL,\\n \"z_H_zG12_Cov\" REAL,\\n \"z_HErr\" REAL,\\n \"z_Ndata\" INTEGER\\n)'),\n", - " ('table',\n", - " 'MPCORB',\n", - " 'MPCORB',\n", - " 6,\n", - " 'CREATE TABLE \"MPCORB\" (\\n\"arc\" REAL,\\n \"arcEnd\" TEXT,\\n \"arcStart\" TEXT,\\n \"computer\" TEXT,\\n \"e\" REAL,\\n \"epoch\" REAL,\\n \"flags\" INTEGER,\\n \"fullDesignation\" TEXT,\\n \"incl\" REAL,\\n \"lastIncludedObservation\" REAL,\\n \"mpcDesignation\" TEXT,\\n \"mpcG\" REAL,\\n \"mpcH\" REAL,\\n \"mpcNumber\" INTEGER,\\n \"n\" REAL,\\n \"nobs\" INTEGER,\\n \"node\" REAL,\\n \"nopp\" INTEGER,\\n \"peri\" REAL,\\n \"pertsLong\" TEXT,\\n \"pertsShort\" TEXT,\\n \"q\" REAL,\\n \"reference\" TEXT,\\n \"rms\" REAL,\\n \"ssObjectId\" INTEGER,\\n \"tperi\" REAL,\\n \"uncertaintyParameter\" TEXT\\n)')]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "res.fetchall()" ] From 60dbd5231dae320738fb177ba60a3abbb4593266 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Fri, 17 May 2024 12:24:37 +0100 Subject: [PATCH 13/69] quick fix sql_fname CLI option --- src/adler/adler.py | 4 ++-- tests/adler/utilities/test_AdlerCLIArguments.py | 17 ++++++++++------- 2 files changed, 12 insertions(+), 9 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 2f70194..c29514e 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -31,7 +31,7 @@ def runAdler(cli_args): logger.info("Processing object {}/{}.".format(i + 1, len(ssObjectId_list))) logger.info("Ingesting all data for object {} from RSP...".format(cli_args.ssObjectId)) - if cli_args.sql_filename: + if cli_args.sql_filename != "None": msg = "query sql database {}".format(cli_args.sql_filename) logger.info(msg) print(msg) @@ -244,7 +244,7 @@ def main(): "--sql_filename", help="Optional input path location of a sql database file containing observations", type=str, - default=None, + default="None", ) args = parser.parse_args() diff --git a/tests/adler/utilities/test_AdlerCLIArguments.py b/tests/adler/utilities/test_AdlerCLIArguments.py index 372bc83..ebb0ae4 100644 --- a/tests/adler/utilities/test_AdlerCLIArguments.py +++ b/tests/adler/utilities/test_AdlerCLIArguments.py @@ -6,13 +6,14 @@ # AdlerCLIArguments object takes an object as input, so we define a quick one here class args: - def __init__(self, ssObjectId, ssObjectId_list, filter_list, date_range, outpath, db_name): + def __init__(self, ssObjectId, ssObjectId_list, filter_list, date_range, outpath, db_name, sql_filename): self.ssObjectId = ssObjectId self.ssObjectId_list = ssObjectId_list self.filter_list = filter_list self.date_range = date_range self.outpath = outpath self.db_name = db_name + self.sql_filename = sql_filename def test_AdlerCLIArguments_population(): @@ -24,6 +25,7 @@ def test_AdlerCLIArguments_population(): "date_range": [60000.0, 67300.0], "outpath": "./", "db_name": "output", + "sql_filename": "None", } good_arguments = args(**good_input_dict) good_arguments_object = AdlerCLIArguments(good_arguments) @@ -42,7 +44,7 @@ def test_AdlerCLIArguments_population(): def test_AdlerCLIArguments_badSSOID(): # test that a bad ssObjectId triggers the right error - bad_ssoid_arguments = args("hello!", None, ["g", "r", "i"], [60000.0, 67300.0], "./", "output") + bad_ssoid_arguments = args("hello!", None, ["g", "r", "i"], [60000.0, 67300.0], "./", "output", "None") with pytest.raises(ValueError) as bad_ssoid_error: bad_ssoid_object = AdlerCLIArguments(bad_ssoid_arguments) @@ -55,7 +57,7 @@ def test_AdlerCLIArguments_badSSOID(): def test_AdlerCLIArguments_badfilters(): # test that non-LSST or unexpected filters trigger the right error - bad_filter_arguments = args("666", None, ["g", "r", "i", "m"], [60000.0, 67300.0], "./", "output") + bad_filter_arguments = args("666", None, ["g", "r", "i", "m"], [60000.0, 67300.0], "./", "output", "None") with pytest.raises(ValueError) as bad_filter_error: bad_filter_object = AdlerCLIArguments(bad_filter_arguments) @@ -65,7 +67,7 @@ def test_AdlerCLIArguments_badfilters(): == "Unexpected filters found in --filter_list command-line argument. --filter_list must be a list of LSST filters." ) - bad_filter_arguments_2 = args("666", None, ["pony"], [60000.0, 67300.0], "./", "output") + bad_filter_arguments_2 = args("666", None, ["pony"], [60000.0, 67300.0], "./", "output", "None") with pytest.raises(ValueError) as bad_filter_error_2: bad_filter_object = AdlerCLIArguments(bad_filter_arguments_2) @@ -78,7 +80,7 @@ def test_AdlerCLIArguments_badfilters(): def test_AdlerCLIArguments_baddates(): # test that overly-large dates trigger the right error - big_date_arguments = args("666", None, ["g", "r", "i"], [260000.0, 267300.0], "./", "output") + big_date_arguments = args("666", None, ["g", "r", "i"], [260000.0, 267300.0], "./", "output", "None") with pytest.raises(ValueError) as big_date_error: big_date_object = AdlerCLIArguments(big_date_arguments) @@ -89,7 +91,7 @@ def test_AdlerCLIArguments_baddates(): ) # test that unexpected date values trigger the right error - bad_date_arguments = args("666", None, ["g", "r", "i"], [60000.0, "cheese"], "./", "output") + bad_date_arguments = args("666", None, ["g", "r", "i"], [60000.0, "cheese"], "./", "output", "None") with pytest.raises(ValueError) as bad_date_error: bad_date_object = AdlerCLIArguments(bad_date_arguments) @@ -102,7 +104,7 @@ def test_AdlerCLIArguments_baddates(): def test_AdlerCLIArguments_badoutput(): bad_output_arguments = args( - "666", None, ["g", "r", "i"], [60000.0, 67300.0], "./definitely_fake_folder/", "output" + "666", None, ["g", "r", "i"], [60000.0, 67300.0], "./definitely_fake_folder/", "output", "None" ) with pytest.raises(ValueError) as bad_output_error: @@ -122,6 +124,7 @@ def test_AdlerCLIArguments_badlist(): [60000.0, 67300.0], "./definitely_fake_folder/", "output", + "None", ) with pytest.raises(ValueError) as bad_list_error: From 87383354ab3f8d9d34f53eae2ed4a9d69f4d49d5 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci-lite[bot]" <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com> Date: Fri, 17 May 2024 11:26:59 +0000 Subject: [PATCH 14/69] [pre-commit.ci lite] apply automatic fixes --- src/adler/science/PhaseCurve.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index f85d2ca..dc53468 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -49,7 +49,6 @@ def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="H print("no model selected") def SetModelBounds(self, param, bound_vals=(None, None)): - model_sbpy = self.model_function param_names = model_sbpy.param_names x = getattr(model_sbpy, param) From faba3ab62b266773616bc6ee68b5ab5b985dcae2 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 21 May 2024 16:52:29 +0100 Subject: [PATCH 15/69] more unit tests --- src/adler/utilities/science_utilities.py | 4 ++-- .../adler/utilities/test_science_utilities.py | 24 +++++++++++++++++++ 2 files changed, 26 insertions(+), 2 deletions(-) diff --git a/src/adler/utilities/science_utilities.py b/src/adler/utilities/science_utilities.py index c6f965d..68beaf7 100644 --- a/src/adler/utilities/science_utilities.py +++ b/src/adler/utilities/science_utilities.py @@ -18,7 +18,7 @@ def outlier_diff(new_res, diff_cut=1.0): """ if not isinstance(new_res, np.ndarray): - new_res = np.array(new_res) + new_res = np.array(new_res, ndmin=1) outlier_flag = np.array([False] * len(new_res)) outlier_flag[np.abs(new_res) >= diff_cut] = True @@ -47,7 +47,7 @@ def outlier_std(new_res, data_res, std_cut=3.0): data_std = np.std(data_res) if not isinstance(new_res, np.ndarray): - new_res = np.array(new_res) + new_res = np.array(new_res, ndmin=1) outlier_flag = np.array([False] * len(new_res)) outlier_flag[np.abs(new_res) >= (data_std * std_cut)] = True diff --git a/tests/adler/utilities/test_science_utilities.py b/tests/adler/utilities/test_science_utilities.py index 3bee7c9..3a2d753 100644 --- a/tests/adler/utilities/test_science_utilities.py +++ b/tests/adler/utilities/test_science_utilities.py @@ -184,6 +184,30 @@ def test_outlier_diff(): assert_array_equal(outliers, outliers_y) +# check that a single value gets processed as a np.array +def test_outlier_diff_single_val(): + outliers = sci_utils.outlier_diff(y_res[0], diff_cut=1.0) + assert_array_equal(outliers, outliers_y[:1]) + + +# check that a list gets processed as a np.array +def test_outlier_diff_single_val(): + outliers = sci_utils.outlier_diff(list(y_res[:3]), diff_cut=1.0) + assert_array_equal(outliers, outliers_y[:3]) + + +# test if a single data point is outlying the std residuals of the previous data points +def test_outlier_std(): + outliers = sci_utils.outlier_std(y_res[-8], y_res[:-8]) + assert_array_equal(outliers, outliers_y[-8]) + + +# test the std residual of a list of data points +def test_outlier_std(): + outliers = sci_utils.outlier_std(y_res[-8:-5], y_res[:-8]) + assert_array_equal(outliers, outliers_y[-8:-5]) + + def test_zero_func(): assert sci_utils.zero_func(y_res) == 0 From d1b2eb0217829475cda00fb3329ec6dc0de5de7f Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 21 May 2024 17:14:15 +0100 Subject: [PATCH 16/69] sql_filename cli test --- tests/adler/utilities/test_AdlerCLIArguments.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/tests/adler/utilities/test_AdlerCLIArguments.py b/tests/adler/utilities/test_AdlerCLIArguments.py index ebb0ae4..4b97bb6 100644 --- a/tests/adler/utilities/test_AdlerCLIArguments.py +++ b/tests/adler/utilities/test_AdlerCLIArguments.py @@ -41,6 +41,13 @@ def test_AdlerCLIArguments_population(): good_arguments_object = AdlerCLIArguments(good_arguments) assert good_arguments_object.ssObjectId_list == get_test_data_filepath("test_SSOIDs.txt") + # also test setting sql_filename + + good_input_dict["sql_filename"] = get_test_data_filepath("testing_database.db") + good_arguments = args(**good_input_dict) + good_arguments_object = AdlerCLIArguments(good_arguments) + assert good_arguments_object.sql_filename == get_test_data_filepath("testing_database.db") + def test_AdlerCLIArguments_badSSOID(): # test that a bad ssObjectId triggers the right error From 15628ab7664aada01ed56f1f8d6441db382a386d Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 21 May 2024 17:19:36 +0100 Subject: [PATCH 17/69] add cli example to readme --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index fa333aa..147972a 100644 --- a/README.md +++ b/README.md @@ -50,6 +50,12 @@ adler -s 8268570668335894776 ``` This will currently print some phase curve information to the terminal. +One can also read from a local database, for example: + +``` +adler -s 8268570668335894776 -i tests/data/testing_database.db +``` + Notes: 1) The single quotes around `'[dev]'` may not be required for your operating system. 2) `pre-commit install` will initialize pre-commit for this local repository, so From 87a1458f28db3c1b3d3919e4a34da16491fe5b8f Mon Sep 17 00:00:00 2001 From: jrob93 Date: Wed, 22 May 2024 13:41:26 +0100 Subject: [PATCH 18/69] fix outpaths --- src/adler/adler.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index c29514e..6e7332d 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -68,7 +68,7 @@ def runAdler(cli_args): print(len(df_obs)) # load and merge the previous obs - save_file = "data/df_outlier_{}.csv".format(cli_args.ssObjectId) + save_file = "{}/df_outlier_{}.csv".format(cli_args.outpath, cli_args.ssObjectId) if os.path.isfile(save_file): print("load {}".format(save_file)) _df_obs = pd.read_csv(save_file, index_col=0) @@ -152,7 +152,7 @@ def runAdler(cli_args): s=75, zorder=3, ) - fig_file = "plots/phase_curve_{}_{}.png".format(cli_args.ssObjectId, int(t0)) + fig_file = "{}/plots/phase_curve_{}_{}.png".format(cli_args.outpath, cli_args.ssObjectId, int(t0)) print(fig_file) fig = plot_errorbar(planetoid, fig=fig, filename=fig_file) From 1d56f55e7a1aae469f775859a38408ba8099ad15 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Wed, 22 May 2024 13:01:07 +0000 Subject: [PATCH 19/69] update sql_filename default --- src/adler/adler.py | 5 +++-- tests/adler/utilities/test_AdlerCLIArguments.py | 14 +++++++------- 2 files changed, 10 insertions(+), 9 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 6e7332d..2987cc6 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -31,7 +31,8 @@ def runAdler(cli_args): logger.info("Processing object {}/{}.".format(i + 1, len(ssObjectId_list))) logger.info("Ingesting all data for object {} from RSP...".format(cli_args.ssObjectId)) - if cli_args.sql_filename != "None": + # if cli_args.sql_filename != "None": + if cli_args.sql_filename: msg = "query sql database {}".format(cli_args.sql_filename) logger.info(msg) print(msg) @@ -244,7 +245,7 @@ def main(): "--sql_filename", help="Optional input path location of a sql database file containing observations", type=str, - default="None", + default=None, ) args = parser.parse_args() diff --git a/tests/adler/utilities/test_AdlerCLIArguments.py b/tests/adler/utilities/test_AdlerCLIArguments.py index 4b97bb6..aed938e 100644 --- a/tests/adler/utilities/test_AdlerCLIArguments.py +++ b/tests/adler/utilities/test_AdlerCLIArguments.py @@ -25,7 +25,7 @@ def test_AdlerCLIArguments_population(): "date_range": [60000.0, 67300.0], "outpath": "./", "db_name": "output", - "sql_filename": "None", + "sql_filename": None, } good_arguments = args(**good_input_dict) good_arguments_object = AdlerCLIArguments(good_arguments) @@ -64,7 +64,7 @@ def test_AdlerCLIArguments_badSSOID(): def test_AdlerCLIArguments_badfilters(): # test that non-LSST or unexpected filters trigger the right error - bad_filter_arguments = args("666", None, ["g", "r", "i", "m"], [60000.0, 67300.0], "./", "output", "None") + bad_filter_arguments = args("666", None, ["g", "r", "i", "m"], [60000.0, 67300.0], "./", "output", None) with pytest.raises(ValueError) as bad_filter_error: bad_filter_object = AdlerCLIArguments(bad_filter_arguments) @@ -74,7 +74,7 @@ def test_AdlerCLIArguments_badfilters(): == "Unexpected filters found in --filter_list command-line argument. --filter_list must be a list of LSST filters." ) - bad_filter_arguments_2 = args("666", None, ["pony"], [60000.0, 67300.0], "./", "output", "None") + bad_filter_arguments_2 = args("666", None, ["pony"], [60000.0, 67300.0], "./", "output", None) with pytest.raises(ValueError) as bad_filter_error_2: bad_filter_object = AdlerCLIArguments(bad_filter_arguments_2) @@ -87,7 +87,7 @@ def test_AdlerCLIArguments_badfilters(): def test_AdlerCLIArguments_baddates(): # test that overly-large dates trigger the right error - big_date_arguments = args("666", None, ["g", "r", "i"], [260000.0, 267300.0], "./", "output", "None") + big_date_arguments = args("666", None, ["g", "r", "i"], [260000.0, 267300.0], "./", "output", None) with pytest.raises(ValueError) as big_date_error: big_date_object = AdlerCLIArguments(big_date_arguments) @@ -98,7 +98,7 @@ def test_AdlerCLIArguments_baddates(): ) # test that unexpected date values trigger the right error - bad_date_arguments = args("666", None, ["g", "r", "i"], [60000.0, "cheese"], "./", "output", "None") + bad_date_arguments = args("666", None, ["g", "r", "i"], [60000.0, "cheese"], "./", "output", None) with pytest.raises(ValueError) as bad_date_error: bad_date_object = AdlerCLIArguments(bad_date_arguments) @@ -111,7 +111,7 @@ def test_AdlerCLIArguments_baddates(): def test_AdlerCLIArguments_badoutput(): bad_output_arguments = args( - "666", None, ["g", "r", "i"], [60000.0, 67300.0], "./definitely_fake_folder/", "output", "None" + "666", None, ["g", "r", "i"], [60000.0, 67300.0], "./definitely_fake_folder/", "output", None ) with pytest.raises(ValueError) as bad_output_error: @@ -131,7 +131,7 @@ def test_AdlerCLIArguments_badlist(): [60000.0, 67300.0], "./definitely_fake_folder/", "output", - "None", + None, ) with pytest.raises(ValueError) as bad_list_error: From 904d30d0d682e56e9b26c6878628d98558252cfa Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 11 Jun 2024 14:32:15 +0000 Subject: [PATCH 20/69] add x,y,z pos of observation --- .../adler_demo_testing_database.db | Bin 512000 -> 512000 bytes src/adler/dataclasses/AdlerPlanetoid.py | 2 +- src/adler/dataclasses/Observations.py | 15 +++++++++++++++ tests/adler/dataclasses/test_Observations.py | 2 +- 4 files changed, 17 insertions(+), 2 deletions(-) diff --git a/notebooks/gen_test_data/adler_demo_testing_database.db b/notebooks/gen_test_data/adler_demo_testing_database.db index 1c3cdb5eca3624872b5c8052c309a211a5f99258..455b28b12e546bf0c177958a4e41c6884dac604b 100644 GIT binary patch delta 818 zcmW;I&rj1}7zgmZ?c3JGxxTPO`MvT(4+ibR3_muMqA}5E!c-6)17@O$2QXDp5Ye=~ zwA`jk^g0ft!3)zydfmx`C;kND)eByih53DZ_QmpC9K7sT10#O=xLbNJ?}_Yq$6 zp1~>aE;PIhoc6llb&tRs?sGWe&cHEu6kc$9;fzb+R%I-;zBJ^lqh4{A;IeZQ=AB`9 z&q>1j_9lE_KY_FMEjVZE@S%Mc&htw=dI}!j0q;kE(ka1g;v0-5gSfVnnA_auH+|== z!40nj*Q1HwdgG|yctdc_WAL@R1z$yTzjS9&pLY$|;qsX#+zz-HO`oj@`p*1x~#pu=z2X`8UiF2e3;`X2iV>RwxeeRdqCHh{+O(4PkblVCh(=xqimRN|&C z74RZivCND#foid0n7K+|u1qiBX%*qk+mS(}6XCzV8|gv#&+bD~h=%kd0|@UVhD0OP z#1D&>eR@n;NNbYH!epBKoAPN%WIkn5b(cyg>KrCwk0CVGkd%bh{@0dHlu%~MiRx2L zG){90%|{?bFu8xjjgtyojsvqA?^}fB6(s{f@%*Vk`h!B^fRODV&VDBzZB;Mh&Ik7s+;pGA z4R;#8cZcCSw+pVj1ip1%z&FkeeC>?Fey0a^I24Z8$5I<>PwWlU7wt9JYd?UU_8{!C z+hMo01+Q37VUP6?UbWINWnF?QAL80GaQ!j3Jp`0a31$=DVXPFy)xAU^Tji7H+;uqN z>hMmhPfc`YA%CQ&JMiS>ifR4fO^Q$;F!aE8gM$`Oso5yx{%&m>a+QoimkzN ztM9zc&&=9=mBP&P|Sw#jAF(kU+C4QQ; z7Se{?O!|0cUzjL|a)z8uhV+;=_YaOG%6#fcETnm%nfzvosC1#ZzniC@O`O$)v!qW| zQS+%mu-8xo7RsK&S8ECuOl6dXSwkVr&*=)tb2Mz_GRnWCpH)$28TNnW@Em3{^l;y& zk%aFuT%xJ~OyY%9B}o>xXN13a_YvQ3a89Hsq>;=&YltIw*O7df_Ngvnk8xCrHW(Gy fR~f^|Cs>n@IY*ob6Uhyc_v`V~H9ldaG?V`UX>+!M diff --git a/src/adler/dataclasses/AdlerPlanetoid.py b/src/adler/dataclasses/AdlerPlanetoid.py index 18748bd..fb01687 100644 --- a/src/adler/dataclasses/AdlerPlanetoid.py +++ b/src/adler/dataclasses/AdlerPlanetoid.py @@ -212,7 +212,7 @@ def populate_observations( observations_sql_query = f""" SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, - topocentricDist, heliocentricDist + topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ FROM {schema}ssObject JOIN {schema}diaSource ON {schema}ssObject.ssObjectId = {schema}diaSource.ssObjectId diff --git a/src/adler/dataclasses/Observations.py b/src/adler/dataclasses/Observations.py index 64b3900..9491642 100644 --- a/src/adler/dataclasses/Observations.py +++ b/src/adler/dataclasses/Observations.py @@ -12,6 +12,9 @@ "phaseAngle": np.ndarray, "topocentricDist": np.ndarray, "heliocentricDist": np.ndarray, + "heliocentricX": np.ndarray, + "heliocentricY": np.ndarray, + "heliocentricZ": np.ndarray, } @@ -53,6 +56,15 @@ class Observations: heliocentricDist: array_like of floats Heliocentric distance. + heliocentricX: array_like of floats + x-axis component of the heliocentric distance. + + heliocentricY: array_like of floats + y-axis component of the heliocentric distance. + + heliocentricZ: array_like of floats + z-axis component of the heliocentric distance. + reduced_mag: array_like of floats The reduced magnitude. @@ -71,6 +83,9 @@ class Observations: phaseAngle: np.ndarray = field(default_factory=lambda: np.zeros(0)) topocentricDist: np.ndarray = field(default_factory=lambda: np.zeros(0)) heliocentricDist: np.ndarray = field(default_factory=lambda: np.zeros(0)) + heliocentricX: np.ndarray = field(default_factory=lambda: np.zeros(0)) + heliocentricY: np.ndarray = field(default_factory=lambda: np.zeros(0)) + heliocentricZ: np.ndarray = field(default_factory=lambda: np.zeros(0)) reduced_mag: np.ndarray = field(default_factory=lambda: np.zeros(0)) num_obs: int = 0 diff --git a/tests/adler/dataclasses/test_Observations.py b/tests/adler/dataclasses/test_Observations.py index 44a3717..a97e2ac 100644 --- a/tests/adler/dataclasses/test_Observations.py +++ b/tests/adler/dataclasses/test_Observations.py @@ -15,7 +15,7 @@ def test_construct_observations_from_data_table(): test_query = f""" SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, - topocentricDist, heliocentricDist + topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ FROM ssObject JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId From 80a6d35c97d4ccc30cf873143c624a2f527cf5be Mon Sep 17 00:00:00 2001 From: jrob93 Date: Wed, 12 Jun 2024 09:30:13 +0000 Subject: [PATCH 21/69] include topocentric coords --- src/adler/dataclasses/AdlerPlanetoid.py | 3 ++- src/adler/dataclasses/Observations.py | 15 +++++++++++++++ tests/adler/dataclasses/test_Observations.py | 3 ++- 3 files changed, 19 insertions(+), 2 deletions(-) diff --git a/src/adler/dataclasses/AdlerPlanetoid.py b/src/adler/dataclasses/AdlerPlanetoid.py index fb01687..b925b8c 100644 --- a/src/adler/dataclasses/AdlerPlanetoid.py +++ b/src/adler/dataclasses/AdlerPlanetoid.py @@ -212,7 +212,8 @@ def populate_observations( observations_sql_query = f""" SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, - topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ + topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ, + topocentricX, topocentricY, topocentricZ FROM {schema}ssObject JOIN {schema}diaSource ON {schema}ssObject.ssObjectId = {schema}diaSource.ssObjectId diff --git a/src/adler/dataclasses/Observations.py b/src/adler/dataclasses/Observations.py index 9491642..2339985 100644 --- a/src/adler/dataclasses/Observations.py +++ b/src/adler/dataclasses/Observations.py @@ -15,6 +15,9 @@ "heliocentricX": np.ndarray, "heliocentricY": np.ndarray, "heliocentricZ": np.ndarray, + "topocentricX": np.ndarray, + "topocentricY": np.ndarray, + "topocentricZ": np.ndarray, } @@ -65,6 +68,15 @@ class Observations: heliocentricZ: array_like of floats z-axis component of the heliocentric distance. + topocentricX: array_like of floats + x-axis component of the topocentric distance. + + topocentricY: array_like of floats + y-axis component of the topocentric distance. + + topocentricZ: array_like of floats + z-axis component of the topocentric distance. + reduced_mag: array_like of floats The reduced magnitude. @@ -86,6 +98,9 @@ class Observations: heliocentricX: np.ndarray = field(default_factory=lambda: np.zeros(0)) heliocentricY: np.ndarray = field(default_factory=lambda: np.zeros(0)) heliocentricZ: np.ndarray = field(default_factory=lambda: np.zeros(0)) + topocentricX: np.ndarray = field(default_factory=lambda: np.zeros(0)) + topocentricY: np.ndarray = field(default_factory=lambda: np.zeros(0)) + topocentricZ: np.ndarray = field(default_factory=lambda: np.zeros(0)) reduced_mag: np.ndarray = field(default_factory=lambda: np.zeros(0)) num_obs: int = 0 diff --git a/tests/adler/dataclasses/test_Observations.py b/tests/adler/dataclasses/test_Observations.py index a97e2ac..d0aaf33 100644 --- a/tests/adler/dataclasses/test_Observations.py +++ b/tests/adler/dataclasses/test_Observations.py @@ -15,7 +15,8 @@ def test_construct_observations_from_data_table(): test_query = f""" SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, - topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ + topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ, + topocentricX, topocentricY, topocentricZ FROM ssObject JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId From 211d9a03fc2d23acf15ddf542169ec4db23064aa Mon Sep 17 00:00:00 2001 From: jrob93 Date: Wed, 12 Jun 2024 11:25:18 +0000 Subject: [PATCH 22/69] add tperi to mpcorb query --- src/adler/dataclasses/AdlerPlanetoid.py | 2 +- src/adler/dataclasses/MPCORB.py | 5 +++++ tests/adler/dataclasses/test_MPCORB.py | 2 +- 3 files changed, 7 insertions(+), 2 deletions(-) diff --git a/src/adler/dataclasses/AdlerPlanetoid.py b/src/adler/dataclasses/AdlerPlanetoid.py index b925b8c..8f26aa2 100644 --- a/src/adler/dataclasses/AdlerPlanetoid.py +++ b/src/adler/dataclasses/AdlerPlanetoid.py @@ -264,7 +264,7 @@ def populate_MPCORB(self, ssObjectId, service=None, sql_filename=None, schema="d MPCORB_sql_query = f""" SELECT - ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, peri, node, incl, e, n, q, + ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, uncertaintyParameter, flags FROM {schema}MPCORB diff --git a/src/adler/dataclasses/MPCORB.py b/src/adler/dataclasses/MPCORB.py index a17bd18..13a9386 100644 --- a/src/adler/dataclasses/MPCORB.py +++ b/src/adler/dataclasses/MPCORB.py @@ -8,6 +8,7 @@ "mpcH": float, "mpcG": float, "epoch": float, + "tperi": float, "peri": float, "node": float, "incl": float, @@ -43,6 +44,9 @@ class MPCORB: epoch: float Epoch (in MJD, .0 TT) + tperi: float + MJD of pericentric passage + peri: float Argument of perihelion, J2000.0 (degrees) @@ -75,6 +79,7 @@ class MPCORB: mpcH: float = 0.0 mpcG: float = 0.0 epoch: float = 0.0 + tperi: float = 0.0 peri: float = 0.0 node: float = 0.0 incl: float = 0.0 diff --git a/tests/adler/dataclasses/test_MPCORB.py b/tests/adler/dataclasses/test_MPCORB.py index d139d00..a08c5f1 100644 --- a/tests/adler/dataclasses/test_MPCORB.py +++ b/tests/adler/dataclasses/test_MPCORB.py @@ -12,7 +12,7 @@ def test_construct_MPCORB_from_data_table(): test_query = f""" SELECT - ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, peri, node, incl, e, n, q, + ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, uncertaintyParameter, flags FROM MPCORB From 0392cf63922ec82569669ca86d85460a034ab733 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Fri, 14 Jun 2024 11:12:03 +0000 Subject: [PATCH 23/69] add ecliptic coordinates to query --- src/adler/dataclasses/AdlerPlanetoid.py | 3 ++- src/adler/dataclasses/Observations.py | 10 ++++++++++ tests/adler/dataclasses/test_Observations.py | 3 ++- 3 files changed, 14 insertions(+), 2 deletions(-) diff --git a/src/adler/dataclasses/AdlerPlanetoid.py b/src/adler/dataclasses/AdlerPlanetoid.py index 8f26aa2..b07df40 100644 --- a/src/adler/dataclasses/AdlerPlanetoid.py +++ b/src/adler/dataclasses/AdlerPlanetoid.py @@ -213,7 +213,8 @@ def populate_observations( SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ, - topocentricX, topocentricY, topocentricZ + topocentricX, topocentricY, topocentricZ, + eclipticLambda, eclipticBeta FROM {schema}ssObject JOIN {schema}diaSource ON {schema}ssObject.ssObjectId = {schema}diaSource.ssObjectId diff --git a/src/adler/dataclasses/Observations.py b/src/adler/dataclasses/Observations.py index 2339985..f00a1cb 100644 --- a/src/adler/dataclasses/Observations.py +++ b/src/adler/dataclasses/Observations.py @@ -18,6 +18,8 @@ "topocentricX": np.ndarray, "topocentricY": np.ndarray, "topocentricZ": np.ndarray, + "eclipticLambda": np.ndarray, + "eclipticBeta": np.ndarray, } @@ -77,6 +79,12 @@ class Observations: topocentricZ: array_like of floats z-axis component of the topocentric distance. + eclipticLambda: array_like of floats + The ecliptic longitude. + + eclipticBeta: array_like of floats + The ecliptic latitude. + reduced_mag: array_like of floats The reduced magnitude. @@ -101,6 +109,8 @@ class Observations: topocentricX: np.ndarray = field(default_factory=lambda: np.zeros(0)) topocentricY: np.ndarray = field(default_factory=lambda: np.zeros(0)) topocentricZ: np.ndarray = field(default_factory=lambda: np.zeros(0)) + eclipticLambda: np.ndarray = field(default_factory=lambda: np.zeros(0)) + eclipticBeta: np.ndarray = field(default_factory=lambda: np.zeros(0)) reduced_mag: np.ndarray = field(default_factory=lambda: np.zeros(0)) num_obs: int = 0 diff --git a/tests/adler/dataclasses/test_Observations.py b/tests/adler/dataclasses/test_Observations.py index d0aaf33..39e1a57 100644 --- a/tests/adler/dataclasses/test_Observations.py +++ b/tests/adler/dataclasses/test_Observations.py @@ -16,7 +16,8 @@ def test_construct_observations_from_data_table(): SELECT ssObject.ssObjectId, mag, magErr, band, midPointMjdTai, ra, dec, phaseAngle, topocentricDist, heliocentricDist, heliocentricX, heliocentricY, heliocentricZ, - topocentricX, topocentricY, topocentricZ + topocentricX, topocentricY, topocentricZ, + eclipticLambda, eclipticBeta FROM ssObject JOIN diaSource ON ssObject.ssObjectId = diaSource.ssObjectId From 1dcd88a00e05af4a293c284cc08b5d4a3f5907a7 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 2 Jul 2024 10:55:43 +0000 Subject: [PATCH 24/69] include MPCORB fullDesignation --- src/adler/dataclasses/AdlerPlanetoid.py | 2 +- src/adler/dataclasses/MPCORB.py | 5 +++++ tests/adler/dataclasses/test_MPCORB.py | 3 ++- 3 files changed, 8 insertions(+), 2 deletions(-) diff --git a/src/adler/dataclasses/AdlerPlanetoid.py b/src/adler/dataclasses/AdlerPlanetoid.py index b07df40..1d9e8c1 100644 --- a/src/adler/dataclasses/AdlerPlanetoid.py +++ b/src/adler/dataclasses/AdlerPlanetoid.py @@ -265,7 +265,7 @@ def populate_MPCORB(self, ssObjectId, service=None, sql_filename=None, schema="d MPCORB_sql_query = f""" SELECT - ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, + ssObjectId, mpcDesignation, fullDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, uncertaintyParameter, flags FROM {schema}MPCORB diff --git a/src/adler/dataclasses/MPCORB.py b/src/adler/dataclasses/MPCORB.py index 13a9386..b6e42dd 100644 --- a/src/adler/dataclasses/MPCORB.py +++ b/src/adler/dataclasses/MPCORB.py @@ -4,6 +4,7 @@ MPCORB_KEYS = { "mpcDesignation": str, + "fullDesignation": str, "mpcNumber": int, "mpcH": float, "mpcG": float, @@ -32,6 +33,9 @@ class MPCORB: mpcDesignation: str Number or provisional designation (in packed form) + fullDesignation: str + Number or provisional designation (in readable form) + mpcNumber: int MPC number (if the asteroid has been numbered; NULL otherwise). Provided for convenience. @@ -75,6 +79,7 @@ class MPCORB: ssObjectId: str = "" mpcDesignation: str = "" + fullDesignation: str = "" mpcNumber: int = 0 mpcH: float = 0.0 mpcG: float = 0.0 diff --git a/tests/adler/dataclasses/test_MPCORB.py b/tests/adler/dataclasses/test_MPCORB.py index a08c5f1..e5aab21 100644 --- a/tests/adler/dataclasses/test_MPCORB.py +++ b/tests/adler/dataclasses/test_MPCORB.py @@ -12,7 +12,7 @@ def test_construct_MPCORB_from_data_table(): test_query = f""" SELECT - ssObjectId, mpcDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, + ssObjectId, mpcDesignation, fullDesignation, mpcNumber, mpcH, mpcG, epoch, tperi, peri, node, incl, e, n, q, uncertaintyParameter, flags FROM MPCORB @@ -25,6 +25,7 @@ def test_construct_MPCORB_from_data_table(): assert test_MPCORB.ssObjectId == 8268570668335894776 assert test_MPCORB.mpcDesignation == "2014 QL4" + # assert test_MPCORB.fullDesignation == "2014 QL4" # assert test_MPCORB.mpcNumber == 0 assert_almost_equal(test_MPCORB.mpcH, 19.8799991607666, decimal=6) assert_almost_equal(test_MPCORB.mpcG, 0.15000000596046448, decimal=6) From dcf5088686785780affe5ca480e1b4cdb9bebc5d Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 2 Jul 2024 11:03:39 +0000 Subject: [PATCH 25/69] update fullDesignation unit test --- tests/adler/dataclasses/test_MPCORB.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/adler/dataclasses/test_MPCORB.py b/tests/adler/dataclasses/test_MPCORB.py index e5aab21..ee43b3d 100644 --- a/tests/adler/dataclasses/test_MPCORB.py +++ b/tests/adler/dataclasses/test_MPCORB.py @@ -25,7 +25,9 @@ def test_construct_MPCORB_from_data_table(): assert test_MPCORB.ssObjectId == 8268570668335894776 assert test_MPCORB.mpcDesignation == "2014 QL4" - # assert test_MPCORB.fullDesignation == "2014 QL4" # + assert ( + test_MPCORB.fullDesignation == "2011 2014 QL433" + ) # N.B. that there are known DP0.3 issues with mpcDesignation and fullDesignation, https://dp0-3.lsst.io/data-products-dp0-3/data-simulation-dp0-3.html#known-issues assert test_MPCORB.mpcNumber == 0 assert_almost_equal(test_MPCORB.mpcH, 19.8799991607666, decimal=6) assert_almost_equal(test_MPCORB.mpcG, 0.15000000596046448, decimal=6) From 30420c679fff77ae9fdcd21c89a87a2f2c279b50 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 13:10:22 +0100 Subject: [PATCH 26/69] fix fit covariance matrix --- src/adler/science/PhaseCurve.py | 121 ++++++++++++++++++++----- tests/adler/science/test_PhaseCurve.py | 13 ++- 2 files changed, 105 insertions(+), 29 deletions(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index dc53468..c4bfbec 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -1,7 +1,18 @@ from sbpy.photometry import HG, HG1G2, HG12, HG12_Pen16, LinearPhaseFunc import astropy.units as u +import numpy as np from astropy.modeling.fitting import LevMarLSQFitter +# translation between sbpy and adler field names +SBPY_ADLER_DICT = { + "H": "H", + "G": "phase_parameter_1", + "G12": "phase_parameter_1", + "G1": "phase_parameter_1", + "G2": "phase_parameter_2", + "S": "phase_parameter_1", +} + class PhaseCurve: """A class to define the phasecurve model and associated functions. @@ -10,14 +21,14 @@ class PhaseCurve: Attributes ----------- - abs_mag : float + H : float Absolute magnitude, H, of the phasecurve model (often units of mag). - phase_param: float + phase_parameter_1: float The first phase parameter of the phasecurve model, e.g. G from HG (often dimensionless units unless S from LinearPhaseFunc, which has units mag/deg or mag/rad). - phase_param2: float + phase_parameter_2: float The second phase parameter, only used for the 3 parameter HG1G2 phasecurve model. model_name: str @@ -27,30 +38,55 @@ class PhaseCurve: bounds: bool Flag for using the default bounds on the sbpy model (True) or ignoring bounds (False). + H_err : float + Uncertainty in absolute magnitude. + + phase_parameter_1_err : float + Uncertainty in the (first) phase parameter. + + phase_parameter_2_err : float + Uncertainty in the (second, if required) phase parameter. + """ - def __init__(self, abs_mag=18, phase_param=0.2, phase_param2=None, model_name="HG"): - self.abs_mag = abs_mag - self.phase_param = phase_param - self.phase_param2 = phase_param2 + def __init__( + self, + H=18, + phase_parameter_1=0.2, + phase_parameter_2=None, + model_name="HG", + H_err=None, + phase_parameter_1_err=None, + phase_parameter_2_err=None, + ): + self.H = H + self.phase_parameter_1 = phase_parameter_1 + self.phase_parameter_2 = phase_parameter_2 self.model_name = model_name + self.H_err = H_err + self.phase_parameter_1_err = phase_parameter_1_err + self.phase_parameter_2_err = phase_parameter_2_err if model_name == "HG": - self.model_function = HG(H=abs_mag, G=self.phase_param) + self.model_function = HG(H=H, G=self.phase_parameter_1) elif model_name == "HG1G2": - self.model_function = HG1G2(H=abs_mag, G1=self.phase_param, G2=self.phase_param) + self.model_function = HG1G2(H=H, G1=self.phase_parameter_1, G2=self.phase_parameter_1) elif model_name == "HG12": - self.model_function = HG12(H=abs_mag, G12=self.phase_param) + self.model_function = HG12(H=H, G12=self.phase_parameter_1) elif model_name == "HG12_Pen16": - self.model_function = HG12_Pen16(H=abs_mag, G12=self.phase_param) + self.model_function = HG12_Pen16(H=H, G12=self.phase_parameter_1) elif model_name == "LinearPhaseFunc": - self.model_function = LinearPhaseFunc(H=abs_mag, S=self.phase_param) + self.model_function = LinearPhaseFunc(H=H, S=self.phase_parameter_1) else: print("no model selected") + ### set bounds here by default using SetModelBounds? + # for x in model phase parameters: + # self.SetModelBounds(x) + def SetModelBounds(self, param, bound_vals=(None, None)): model_sbpy = self.model_function - param_names = model_sbpy.param_names + # param_names = model_sbpy.param_names x = getattr(model_sbpy, param) setattr(x, "bounds", bound_vals) @@ -74,7 +110,7 @@ def InitModelDict(self, model_dict): Parameters ----------- model_dict : dict - Dictionary containing the PhaseCurve parameters you wish to set, e.g. abs_mag, phase_param + Dictionary containing the PhaseCurve parameters you wish to set, e.g. H, phase_parameter_1 Returns ---------- @@ -109,19 +145,36 @@ def InitModelSbpy(self, model_sbpy): model_name = model_sbpy.__class__.name # get the sbpy model parameters - param_names = model_sbpy.param_names - parameters = [] + param_names = list(model_sbpy.param_names) + # we will also check for any uncertainties we have stored in the sbpy object + param_names_err = ["{}_err".format(x) for x in param_names] + param_names = param_names + param_names_err + + # create a dictionary of phase curve parameters from sbpy in a format accepted by PhaseCurve + parameters = {} for p in param_names: - # try get the quantity (value with units) - x = getattr(model_sbpy, p).quantity - # if there are no units get just the value - if x is None: - x = getattr(model_sbpy, p).value - parameters.append(x) - # print(param_names, parameters) + if p in model_sbpy.__dict__: # check that the parameter is available in the sbpy object + x = getattr(model_sbpy, p) + print(p, x) + # try get the quantity (value with units) + if hasattr(x, "unit"): + print(x.unit) + if (x.unit is None) or ( + x.unit == "" + ): # if there are no units (or weird blank units?) get just the value + x = x.value + else: + x = x.quantity + print(x) + # look up the correct adler parameter name (accounting for additional uncertainty, "_err", parameters) + if p.endswith("_err"): # assumes the uncertainty parameter always ends in "_err" + _p = SBPY_ADLER_DICT[p.split("_err")[0]] + "_err" + parameters[_p] = x + else: + parameters[SBPY_ADLER_DICT[p]] = x # create a PhaseCurve object with the extracted parameters - model = PhaseCurve(*parameters, model_name=model_name) + model = PhaseCurve(**parameters, model_name=model_name) return model @@ -187,6 +240,26 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): else: # unweighted fit model_fit = fitter(self.model_function, phase_angle, reduced_mag) + # Add fitted uncertainties as an additional attribute within the sbpy object + if "param_cov" in fitter.fit_info: + # get the covariance matrix from the fit + covariance = fitter.fit_info["param_cov"] + if covariance is not None: + # get fit uncertainties as square of the diagonal of the covariance + fit_errs = np.sqrt(np.diag(covariance)) + # update only the uncertainties for parameters used in the fit + param_names = np.array(model_fit.param_names) + fit_mask = ~np.array([getattr(model_fit, x).fixed for x in param_names]) + for i, x in enumerate(param_names[fit_mask]): + setattr(model_fit, "{}_err".format(x), fit_errs[i]) + # else: + ### TODO log covariance is None error here + + ### TODO + # else: + # log lack of uncertainties for fitter + # run an MCMC estimate of uncertainty? + ### if overwrite_model: # add an overwrite option? # redo __init__ with the new fitted parameters diff --git a/tests/adler/science/test_PhaseCurve.py b/tests/adler/science/test_PhaseCurve.py index f95b10d..b3c0ceb 100644 --- a/tests/adler/science/test_PhaseCurve.py +++ b/tests/adler/science/test_PhaseCurve.py @@ -10,11 +10,11 @@ def test_PhaseCurve_init(): # test creating a model H = 18.9 G = 0.12 - pc = PhaseCurve(abs_mag=H * u.mag, phase_param=G, model_name="HG") + pc = PhaseCurve(H=H * u.mag, phase_parameter_1=G, model_name="HG") - assert pc.abs_mag.value == 18.9 - assert pc.abs_mag.unit == u.mag - assert pc.phase_param == 0.12 + assert pc.H.value == 18.9 + assert pc.H.unit == u.mag + assert pc.phase_parameter_1 == 0.12 assert pc.model_name == "HG" @@ -27,7 +27,7 @@ def test_PhaseCurve_ReducedMag(): alpha = np.array([0, 10]) * u.deg # linear phase curve model - pc_lin = PhaseCurve(model_name="LinearPhaseFunc", abs_mag=18 * u.mag, phase_param=0.1 * (u.mag / u.deg)) + pc_lin = PhaseCurve(model_name="LinearPhaseFunc", H=18 * u.mag, phase_parameter_1=0.1 * (u.mag / u.deg)) # find the reduced mag red_mag = pc_lin.ReducedMag(alpha) @@ -55,3 +55,6 @@ def test_PhaseCurve_FitModel(): assert pc_fit.H.value == 18.0 assert pc_fit.S.unit == u.mag / u.deg assert pc_fit.S.value == 0.1 + + +### TODO - add more phase curve tests, test bounds, fixed values and fit uncertainties From 5950f22627913aa6cd297fef24941594e059105e Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 14:35:02 +0100 Subject: [PATCH 27/69] add more tests --- src/adler/science/PhaseCurve.py | 57 +++++++++++++---- tests/adler/science/test_PhaseCurve.py | 87 ++++++++++++++++++++++---- 2 files changed, 121 insertions(+), 23 deletions(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index c4bfbec..99fc16d 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -12,6 +12,14 @@ "G2": "phase_parameter_2", "S": "phase_parameter_1", } +# translation between adler and sbpy fields, depends on model +ADLER_SBPY_DICT = { + "HG": {"phase_parameter_1": "G"}, + "HG1G2": {"phase_parameter_1": "G1", "phase_parameter_2": "G2"}, + "HG12": {"phase_parameter_1": "G12"}, + "HG12_Pen16": {"phase_parameter_1": "G12"}, + "LinearPhaseFunc": {"phase_parameter_1": "S"}, +} class PhaseCurve: @@ -80,15 +88,45 @@ def __init__( else: print("no model selected") - ### set bounds here by default using SetModelBounds? - # for x in model phase parameters: - # self.SetModelBounds(x) - def SetModelBounds(self, param, bound_vals=(None, None)): + """Set the "bounds" attribute of an sbpy model parameter, i.e. the lower and upper constraints for the fitter. + + Parameters + ----------- + param : str + Parameter name bounds to be set fix, if not an sbpy parameter name (e.g. G) the corresponding adler name is looked up (e.g. phase_parameter_1) + + bound_vals : tuple + Set the fitter constraints to (upper, lower) for the param. + + """ model_sbpy = self.model_function - # param_names = model_sbpy.param_names + if param not in model_sbpy.__dict__: + param = ADLER_SBPY_DICT[self.model_name][param] x = getattr(model_sbpy, param) setattr(x, "bounds", bound_vals) + return + + def FixParam(self, param, fix_flag=True): + """Set the "fixed" attribute of an sbpy model parameter. + E.g. use this to fit for absolute magnitude whilst keeping phase parameter fixed. + + Parameters + ----------- + param : str + Parameter name to fix, if not an sbpy parameter name (e.g. G) the corresponding adler name is looked up (e.g. phase_parameter_1) + + fix_flag : bool + Set True to keep the param fixed when fitting + + """ + + model_sbpy = self.model_function + if param not in model_sbpy.__dict__: + param = ADLER_SBPY_DICT[self.model_name][param] + x = getattr(model_sbpy, param) + setattr(x, "fixed", fix_flag) + return def ReturnModelDict(self): """Return the values for the PhaseCurve class as a dict @@ -127,7 +165,7 @@ def InitModelDict(self, model_dict): def InitModelSbpy(self, model_sbpy): """Set up a new PhaseCurve model object from an existing sbpy model - ### or create dict from sbpy model and then use InitModelDict? + ### TODO or create dict from sbpy model and then use InitModelDict? Parameters ----------- @@ -155,17 +193,14 @@ def InitModelSbpy(self, model_sbpy): for p in param_names: if p in model_sbpy.__dict__: # check that the parameter is available in the sbpy object x = getattr(model_sbpy, p) - print(p, x) # try get the quantity (value with units) if hasattr(x, "unit"): - print(x.unit) if (x.unit is None) or ( x.unit == "" ): # if there are no units (or weird blank units?) get just the value x = x.value else: x = x.quantity - print(x) # look up the correct adler parameter name (accounting for additional uncertainty, "_err", parameters) if p.endswith("_err"): # assumes the uncertainty parameter always ends in "_err" _p = SBPY_ADLER_DICT[p.split("_err")[0]] + "_err" @@ -220,7 +255,8 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): Uncertainty on the reduced magnitude, used to weight the fit. fitter : object - Select a fitting function from astropy.modeling.fitting, defaults to astropy.modeling.fitting.LevMarLSQFitter + Select a fitting function from astropy.modeling.fitting, defaults to astropy.modeling.fitting.LevMarLSQFitter. + N.B. that LevMarLSQFitter cannot handle inequality constraints for the HG1G2 model. Returns ---------- @@ -233,7 +269,6 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): # use the LevMarLSQFitter by default if fitter is None: fitter = LevMarLSQFitter() - # print(fitter) if mag_err is not None: # fit weighted by photometric uncertainty model_fit = fitter(self.model_function, phase_angle, reduced_mag, weights=1.0 / mag_err) diff --git a/tests/adler/science/test_PhaseCurve.py b/tests/adler/science/test_PhaseCurve.py index b3c0ceb..4cbf76b 100644 --- a/tests/adler/science/test_PhaseCurve.py +++ b/tests/adler/science/test_PhaseCurve.py @@ -1,11 +1,12 @@ +from adler.science.PhaseCurve import PhaseCurve from numpy.testing import assert_array_equal import pytest +import numpy as np +import astropy.units as u def test_PhaseCurve_init(): - import numpy as np - import astropy.units as u - from adler.science.PhaseCurve import PhaseCurve + """Test intialising the model.""" # test creating a model H = 18.9 @@ -19,9 +20,7 @@ def test_PhaseCurve_init(): def test_PhaseCurve_ReducedMag(): - import numpy as np - import astropy.units as u - from adler.science.PhaseCurve import PhaseCurve + """Test calculating the reduced magnitude from a PhaseCurve object.""" # define the phase angles alpha = np.array([0, 10]) * u.deg @@ -36,10 +35,8 @@ def test_PhaseCurve_ReducedMag(): assert_array_equal(red_mag.value, np.array([18.0, 19.0])) -def test_PhaseCurve_FitModel(): - import numpy as np - import astropy.units as u - from adler.science.PhaseCurve import PhaseCurve +def test_PhaseCurve_FitModel_linear(): + """Test fitting a linear phase function to two data points.""" # define the observations alpha = np.array([0, 10]) * u.deg @@ -48,13 +45,79 @@ def test_PhaseCurve_FitModel(): # empty linear phase curve model pc_lin = PhaseCurve(model_name="LinearPhaseFunc") - # fit the model to the data + # fit the model to the data - this returns an sbpy object pc_fit = pc_lin.FitModel(alpha, red_mag) assert pc_fit.H.unit == u.mag assert pc_fit.H.value == 18.0 assert pc_fit.S.unit == u.mag / u.deg assert pc_fit.S.value == 0.1 + assert ( + hasattr(pc_fit, "H_err") == False + ) # with only two data points the covariance matrix is None and no uncertainties are stored -### TODO - add more phase curve tests, test bounds, fixed values and fit uncertainties +def test_PhaseCurve_FitModel_HG(): + """Test fitting a HG model to generated data.""" + + # generate some model data + pc1 = PhaseCurve(H=18.0 * u.mag, phase_parameter_1=0.15, model_name="HG") + alpha = np.linspace(0, 30) * u.deg + red_mag = pc1.ReducedMag(alpha) + + # fit the same phase curve model to the data + pc_fit = pc1.FitModel(alpha, red_mag) + # convert from sbpy to adler PhaseCurve object + pc2 = pc1.InitModelSbpy(pc_fit) + + # the new fitted model should have the same parameters as the input model + assert pc2.H == pc1.H + assert pc2.phase_parameter_1 == pc1.phase_parameter_1 + assert pc2.phase_parameter_2 is None + assert pc1.phase_parameter_1_err is None # the first model had no uncertainties + assert pc2.phase_parameter_1_err is not None # the fitted model has some uncertainties + + +def test_PhaseCurve_FitModel_HG_fixed(): + """Test fitting a just H whilst keeping G fixed.""" + + # generate some model data + pc1 = PhaseCurve(H=18.0 * u.mag, phase_parameter_1=0.15, model_name="HG") + alpha = np.linspace(0, 30) * u.deg + red_mag = pc1.ReducedMag(alpha) + + # fix phase_parameter_1 + pc1.FixParam("phase_parameter_1") + + # fit the same phase curve model to the data + pc_fit = pc1.FitModel(alpha, red_mag) + # convert from sbpy to adler PhaseCurve object + pc2 = pc1.InitModelSbpy(pc_fit) + + # the new fitted model should have the same parameters as the input model, but G is fixed + assert pc_fit._fixed["G"] is True + assert pc2.H == pc1.H + assert pc2.phase_parameter_1 == pc1.phase_parameter_1 + assert pc2.phase_parameter_1_err is None # the fitted model has no uncertainties when param is fixed + + +def test_PhaseCurve_FitModel_HG_bounds(): + """Test fitting a just H whilst keeping G fixed.""" + + # generate some model data + pc1 = PhaseCurve(H=18.0 * u.mag, phase_parameter_1=0.15, model_name="HG") + alpha = np.linspace(0, 30) * u.deg + red_mag = pc1.ReducedMag(alpha) + + # set bounds on phase parameter + pc1.SetModelBounds("phase_parameter_1", (0.0, 0.1)) + + # fit the same phase curve model to the data + pc_fit = pc1.FitModel(alpha, red_mag) + # convert from sbpy to adler PhaseCurve object + pc2 = pc1.InitModelSbpy(pc_fit) + + # the new fitted model should have the same parameters as the input model, but G is fixed + assert pc_fit.G.bounds == (0.0, 0.1) + assert pc2.phase_parameter_1 == 0.1 + assert pc2.phase_parameter_1_err is not None From 1a6f18667ea27e310d657d5fe14bf106403ef83d Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 15:37:39 +0100 Subject: [PATCH 28/69] work with quantity objects --- src/adler/dataclasses/AdlerData.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/adler/dataclasses/AdlerData.py b/src/adler/dataclasses/AdlerData.py index 86c2e2a..e3231f6 100644 --- a/src/adler/dataclasses/AdlerData.py +++ b/src/adler/dataclasses/AdlerData.py @@ -101,7 +101,7 @@ def populate_phase_parameters(self, filter_name, **kwargs): # update the value if it's in **kwargs for model_key in MODEL_DEPENDENT_KEYS: - if kwargs.get(model_key): + if model_key in kwargs: setattr( self.filter_dependent_values[filter_index].model_dependent_values[model_index], model_key, From b28c0486231ad8a309d7f8735ece4569a413bf5d Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 15:41:55 +0100 Subject: [PATCH 29/69] no units test --- src/adler/science/PhaseCurve.py | 3 ++- tests/adler/science/test_PhaseCurve.py | 22 ++++++++++++++++++++++ 2 files changed, 24 insertions(+), 1 deletion(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index 99fc16d..a40d1cb 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -256,7 +256,7 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): fitter : object Select a fitting function from astropy.modeling.fitting, defaults to astropy.modeling.fitting.LevMarLSQFitter. - N.B. that LevMarLSQFitter cannot handle inequality constraints for the HG1G2 model. + N.B. that LevMarLSQFitter cannot handle inequality constraints for the HG1G2 model, use something like SLSQPLSQFitter from astropy.modeling.fitting (does not return covariance matrix!). Returns ---------- @@ -297,5 +297,6 @@ def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): ### if overwrite_model: # add an overwrite option? # redo __init__ with the new fitted parameters + # this would then return an adler PhaseCurve object rather than an sbpy object return model_fit diff --git a/tests/adler/science/test_PhaseCurve.py b/tests/adler/science/test_PhaseCurve.py index 4cbf76b..77e0385 100644 --- a/tests/adler/science/test_PhaseCurve.py +++ b/tests/adler/science/test_PhaseCurve.py @@ -78,6 +78,28 @@ def test_PhaseCurve_FitModel_HG(): assert pc2.phase_parameter_1_err is not None # the fitted model has some uncertainties +def test_PhaseCurve_FitModel_HG_no_units(): + """Test fitting a HG model to generated data, but without units. + If units are not provided, the phase angles must be in radians!""" + + # generate some model data + pc1 = PhaseCurve(H=18.0, phase_parameter_1=0.15, model_name="HG") + alpha = np.radians(np.linspace(0, 30)) + red_mag = pc1.ReducedMag(alpha) + + # fit the same phase curve model to the data + pc_fit = pc1.FitModel(alpha, red_mag) + # convert from sbpy to adler PhaseCurve object + pc2 = pc1.InitModelSbpy(pc_fit) + + # the new fitted model should have the same parameters as the input model + assert pc2.H == pc1.H + assert pc2.phase_parameter_1 == pc1.phase_parameter_1 + assert pc2.phase_parameter_2 is None + assert pc1.phase_parameter_1_err is None # the first model had no uncertainties + assert pc2.phase_parameter_1_err is not None # the fitted model has some uncertainties + + def test_PhaseCurve_FitModel_HG_fixed(): """Test fitting a just H whilst keeping G fixed.""" From e8a568b2fd8fe40791124edcb4af32a48c1ecc57 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 15:52:17 +0100 Subject: [PATCH 30/69] update PhaseCurve parameter names --- src/adler/adler.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/adler/adler.py b/src/adler/adler.py index 2987cc6..4cbca5d 100644 --- a/src/adler/adler.py +++ b/src/adler/adler.py @@ -100,8 +100,8 @@ def runAdler(cli_args): # initial simple phase curve filter model with fixed G12 pc = PhaseCurve( - abs_mag=sso.H * u.mag, - phase_param=0.62, + H=sso.H * u.mag, + phase_parameter_1=0.62, model_name="HG12_Pen16", ) @@ -168,15 +168,15 @@ def runAdler(cli_args): # if sum(obs_mask) < N_pc_fit: # # use an assumed value of G12 until more data is available - # pc_fit = PhaseCurve(abs_mag=sso.H * u.mag, phase_param=0.62, model_name="HG12_Pen16") + # pc_fit = PhaseCurve(H=sso.H * u.mag, phase_parameter_1=0.62, model_name="HG12_Pen16") # else: # # do a simple HG12_Pen16 fit to the past data # pc_fit = pc.FitModel(alpha[obs_mask], red_mag[obs_mask], mag_err[obs_mask]) # pc_fit = pc.InitModelSbpy(pc_fit) # print(pc_fit) - # print(pc_fit.abs_mag) - # print(pc_fit.phase_param) + # print(pc_fit.H) + # print(pc_fit.phase_parameter_1) # # now check if the new observations are outlying # alpha_new = alpha[~obs_mask] From 781e7277bc9f20c44cac25f01679cf164c30712a Mon Sep 17 00:00:00 2001 From: jrob93 Date: Thu, 6 Jun 2024 17:14:14 +0100 Subject: [PATCH 31/69] fix InitModelDict --- src/adler/science/PhaseCurve.py | 65 +++++++++++++++++++++++++++++++-- 1 file changed, 62 insertions(+), 3 deletions(-) diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index a40d1cb..8261f2b 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -158,9 +158,18 @@ def InitModelDict(self, model_dict): """ - model = PhaseCurve() + # clean the input dictionary + del_keys = [] for key, value in model_dict.items(): - setattr(model, key, value) + if not hasattr(self, key): + del_keys.append(key) + model_dict = model_dict.copy() # make a copy to avoid changing the original dict + for key in del_keys: + model_dict.pop(key, None) + + # initialise a new model + model = PhaseCurve(**model_dict) + return model def InitModelSbpy(self, model_sbpy): @@ -221,7 +230,8 @@ def ReducedMag(self, phase_angle): Parameters ----------- phase_angle : float or array - value or array of phase angles at which to evaluate the phasecurve model, must have astropy units of degrees. + value or array of phase angles at which to evaluate the phasecurve model. + Must have astropy units of degrees if sbpy model uses units, otherwise pass radian values. Returns ---------- @@ -233,6 +243,55 @@ def ReducedMag(self, phase_angle): return self.model_function(phase_angle) + def ModelResiduals(self, phase_angle, reduced_mag): + """For a set of phase curve observations, return the residuals to the PhaseCurve model. + NB that units must match the sbpy model. E.g. phase_angle should be passed with units of degrees, or be in values of radians + + Parameters + ----------- + phase_angle : float or array + value or array of phase angles at which to evaluate the phasecurve model. + + reduced_mag : float or array + value or array of reduced magnitudes at which to evaluate the phasecurve model. + + Returns + ---------- + + residuals : float or array + The residuals of the observations minus PhaseCurve model values + + """ + + residuals = reduced_mag - self.ReducedMag(phase_angle) + + return residuals + + def AbsMag(self, phase_angle, reduced_mag): + """For a set of phase curve observations, return the absolute magnitude from the fitted phase curve model. + I.e. this is the model residuals, shifted by the fitted absolute magnitude + NB that units must match the sbpy model. E.g. phase_angle should be passed with units of degrees, or be in values of radians + + Parameters + ----------- + phase_angle : float or array + value or array of phase angles at which to evaluate the phasecurve model. + + reduced_mag : float or array + value or array of reduced magnitudes at which to evaluate the phasecurve model. + + Returns + ---------- + + abs_mag : float or array + The residuals of the observations minus PhaseCurve model values shifted by the model absolute magnitude + + """ + + abs_mag = reduced_mag - self.ReducedMag(phase_angle) + self.H + + return abs_mag + def FitModel(self, phase_angle, reduced_mag, mag_err=None, fitter=None): """Fit the phasecurve model parameters to observations. starts with a phase curve model as an initial guess for parameters. From aae96603f9cb3a5a8ef01cc0707a24698ee9abd1 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 11 Jun 2024 14:31:46 +0100 Subject: [PATCH 32/69] initial apparition finder --- src/adler/utilities/science_utilities.py | 52 +++++++++++++++++++ .../adler/utilities/test_science_utilities.py | 4 ++ 2 files changed, 56 insertions(+) diff --git a/src/adler/utilities/science_utilities.py b/src/adler/utilities/science_utilities.py index 68beaf7..22de20b 100644 --- a/src/adler/utilities/science_utilities.py +++ b/src/adler/utilities/science_utilities.py @@ -5,6 +5,9 @@ def outlier_diff(new_res, diff_cut=1.0): """Test whether new data point(s) is an outlier compared to the model by considering the residual difference. + Parameters + ----------- + new_res: array The residuals of the new data points compared to the model diff_cut: float @@ -29,6 +32,9 @@ def outlier_diff(new_res, diff_cut=1.0): def outlier_std(new_res, data_res, std_cut=3.0): """Test whether new data point(s) is an outlier compared to the model by considering the standard deviation of the residuals. + Parameters + ----------- + new_res: array The residuals of the new data point(s) compared to the model data_res: array @@ -59,6 +65,9 @@ def zero_func(x, axis=None): """Dummy function to return a zero. Can be used as the centre function in astropy.stats.sigma_clip to get std relative to zero rather than median/mean value. + Parameters + ----------- + x: Dummy variable axis: @@ -70,6 +79,9 @@ def zero_func(x, axis=None): def sigma_clip(data_res, kwargs={"maxiters": 1, "cenfunc": zero_func}): """Wrapper function for astropy.stats.sigma_clip, here we define the default centre of the data (the data - model residuals) to be zero + Parameters + ----------- + data_res: array The residuals of the data compared to the model. kwargs: dict @@ -90,6 +102,9 @@ def sigma_clip(data_res, kwargs={"maxiters": 1, "cenfunc": zero_func}): def outlier_sigma_diff(data_res, data_sigma, std_sigma=1): """Function to identify outliers by comparing the uncertainty of measurements to their residuals + Parameters + ----------- + data_res: array The residuals of the data compared to the model. data_sigma: array @@ -106,3 +121,40 @@ def outlier_sigma_diff(data_res, data_sigma, std_sigma=1): outlier_flag = np.abs(data_res) > (std_sigma * data_sigma) return outlier_flag + + +def apparition_gap_finder(x, dx=100.0): + """Function to find gaps in a data series. E.g. given an array of observation times, find the different apparitions of an asteroid from gaps between observations larger than a given value. + + Parameters + ----------- + + x: array + The SORTED data array to search for gaps + dx: float + The size of gap to identify in data series + + Returns + ----------- + x_gaps: array + Values of x which define the groups in the data, where each group is x_gaps[i] <= x < x_gaps[i+1] + """ + + ## TODO: check that x is sorted? + + # find the difference between each data point + x_diff = np.diff(x) + + # select only differences greater than value dx + x_diff_mask = x_diff > dx + + # find the values in x that correspond to the start of each group + x_gaps = x[1:][x_diff_mask] + + # add the very first observation to the array + x_gaps = np.insert(x_gaps, 0, x[0]) + + # add the very last observation to the array, including a shift of dx to ensure the boundary inequalities work + x_gaps = np.insert(x_gaps, len(x_gaps), x[-1] + dx) + + return x_gaps diff --git a/tests/adler/utilities/test_science_utilities.py b/tests/adler/utilities/test_science_utilities.py index 3a2d753..c0898db 100644 --- a/tests/adler/utilities/test_science_utilities.py +++ b/tests/adler/utilities/test_science_utilities.py @@ -220,3 +220,7 @@ def test_sigma_clip(): def test_outlier_sigma_diff(): outliers = sci_utils.outlier_sigma_diff(y_res, y_err, std_sigma=5.0) assert_array_equal(outliers, outliers_y) + + +# TODO: test apparition_gap_finder, correct number of groups identified? correct boundaries? +# check boundaires are in ascending order From d32d15c48fb422399d7bdf2eb1225e0b5ce9a20c Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 9 Jul 2024 12:34:30 +0100 Subject: [PATCH 33/69] get obs as df func --- src/adler/utilities/science_utilities.py | 63 ++++++++++++++++++++++++ 1 file changed, 63 insertions(+) diff --git a/src/adler/utilities/science_utilities.py b/src/adler/utilities/science_utilities.py index 22de20b..e5357f7 100644 --- a/src/adler/utilities/science_utilities.py +++ b/src/adler/utilities/science_utilities.py @@ -1,5 +1,7 @@ import numpy as np +import pandas as pd from astropy.stats import sigma_clip as astropy_sigma_clip +import astropy.units as u def outlier_diff(new_res, diff_cut=1.0): @@ -158,3 +160,64 @@ def apparition_gap_finder(x, dx=100.0): x_gaps = np.insert(x_gaps, len(x_gaps), x[-1] + dx) return x_gaps + + +def get_df_obs_filt(planetoid, filt, x_col="midPointMjdTai", x1=None, x2=None, col_list=None, pc_model=None): + """Retrieve a dataframe of observations in a given filter. Has the option to limit the observations to a range of values, e.g. times/phase angles, if required. + + Parameters + ----------- + + planetoid: object + Adler planetoid object containging the observations + filt: str + The filter to query + x_col: str + Column name to use for ordering values and limiting observations to a range: x1 <= df_obs[x_col] <= x2 + x1: float + Lower limit value for x_col + x2: float + Upper limit value for x_col + col_list: list + List of column names to retrieve in addition to x_col, otherwise all columns are retrieved. + N.B. if AbsMag is included in col_list then the absolute magnitude is calculated for the phase curve model pc_model + pc_model: object + Adler PhaseCurve model used to calculate AbsMag if required + + Returns + ----------- + df_obs: DataFrame + DataFrame of observations in the requested filter, ordered by x_col and with any x_col limits applied + """ + + # get observations in filter as a dataframe + obs = planetoid.observations_in_filter(filt) + # TODO: add option to get all filters? calculating AbsMag gets complicated... + # TODO: split the dataframe functions into a separate function? + df_obs = pd.DataFrame(obs.__dict__) + + # if no list of columns is provided, retrieve all columns + if col_list is None: + col_list = list(df_obs) + else: + col_list = [x_col] + col_list + + # calculate the phase curve absolute magnitudes (i.e. remove phase curve variation from reduced_mag) + if "AbsMag" in col_list: + # calculate the model absolute magnitude + # TODO: add robustness to the units, phaseAngle and reduced_mag must match pc_model + df_obs["AbsMag"] = pc_model.AbsMag(obs.phaseAngle * u.deg, obs.reduced_mag * u.mag).value + + # select only the required columns + df_obs = df_obs[col_list] + + # sort into x_col order + df_obs = df_obs.sort_values(x_col) + # limit to range in x_col if limits x1, x2 are supplied + if (x1 is not None) & (x2 is not None): + x_mask = (df_obs[x_col] >= x1) & (df_obs[x_col] <= x2) + df_obs = df_obs[x_mask] + # reset the dataframe index + df_obs = df_obs.reset_index(drop=True) + + return df_obs From 29936fb4ab329657476a5f58e74cca12e89b0320 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 9 Jul 2024 12:57:20 +0100 Subject: [PATCH 34/69] initial commit for colour code --- src/adler/science/Colour.py | 1 + tests/adler/science/test_Colour.py | 1 + 2 files changed, 2 insertions(+) create mode 100644 src/adler/science/Colour.py create mode 100644 tests/adler/science/test_Colour.py diff --git a/src/adler/science/Colour.py b/src/adler/science/Colour.py new file mode 100644 index 0000000..e5b526d --- /dev/null +++ b/src/adler/science/Colour.py @@ -0,0 +1 @@ +# TODO: add colour estimate function diff --git a/tests/adler/science/test_Colour.py b/tests/adler/science/test_Colour.py new file mode 100644 index 0000000..6c3f573 --- /dev/null +++ b/tests/adler/science/test_Colour.py @@ -0,0 +1 @@ +# TODO: test colour functions From 16eb7deebb01f0716c99e3bbd856f7303d5d7c22 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 9 Jul 2024 14:38:14 +0100 Subject: [PATCH 35/69] initial colour function --- src/adler/science/Colour.py | 123 ++++++++++++++++++ src/adler/science/PhaseCurve.py | 6 +- src/adler/utilities/science_utilities.py | 2 +- tests/adler/science/test_PhaseCurve.py | 3 + .../adler/utilities/test_science_utilities.py | 4 + 5 files changed, 136 insertions(+), 2 deletions(-) diff --git a/src/adler/science/Colour.py b/src/adler/science/Colour.py index e5b526d..d1243f2 100644 --- a/src/adler/science/Colour.py +++ b/src/adler/science/Colour.py @@ -1 +1,124 @@ +import numpy as np +from adler.science.PhaseCurve import PhaseCurve +from adler.utilities.science_utilities import get_df_obs_filt + # TODO: add colour estimate function + + +def col_obs_ref( + planetoid, + adler_cols, + filt_obs="g", + filt_ref="r", + N_mean=3, + x_col="midPointMjdTai", + y_col="AbsMag", + yerr_col="magErr", + x1=None, + x2=None, +): + """ + + Parameters + ----------- + planetoid : object + Adler planetoid object + + adler_cols : object + AdlerData object + + filt_obs: str + Filter name of the new observation for which to calculate a filt_obs - filt_ref colour + + filt_ref:str + Filter name of the reference observations when calculating the filt_obs - filt_ref colour + + N_mean: int + Number of reference observations to use when calculated the reference absolute magnitude. + Set to 1 to use only the most recent of ref observations. + Set to None to use all past ref obs. + + x_col: str + Time (or phase angle) column name + + y_col:str + Magnitude column name (e.g. AbsMag or reduced_mag) + + yerr_col: str + Magnitude uncertainty column name + + x1: float + Lower limit on x_col values (>=) + + x2: float + Upper limit on x_col values (<=) + + Returns + ---------- + + col_dict : dict + Dictionary containing the colour information for the most recent obs in filt_obs + + """ + # define fields to be recorded as a colour dictionary + colour = "{}-{}".format(filt_obs, filt_ref) + colErr = "{}-{}Err".format(filt_obs, filt_ref) + delta_t_col = "delta_t_{}".format(colour) + y_ref_col = "{}_{}".format(y_col, filt_ref) + x1_ref_col = "{}1_{}".format(x_col, filt_ref) + x2_ref_col = "{}2_{}".format(x_col, filt_ref) + new_obs_cols = [colour, colErr, delta_t_col, y_ref_col, x1_ref_col, x2_ref_col] + + # get the stored AdlerData parameters for this filter # TODO: do this bit better + ad_obs = adler_cols.get_phase_parameters_in_filter(filt_obs, "HG12_Pen16") + # make the PhaseCurve object from AdlerData + pc_obs = PhaseCurve().InitModelDict(ad_obs.__dict__) + ad_ref = adler_cols.get_phase_parameters_in_filter(filt_ref, "HG12_Pen16") + pc_ref = PhaseCurve().InitModelDict(ad_ref.__dict__) + df_obs = get_df_obs_filt(planetoid, filt_obs, x1=x1, x2=x2, col_list=[y_col, yerr_col], pc_model=pc_obs) + df_obs_ref = get_df_obs_filt( + planetoid, filt_ref, x1=x1, x2=x2, col_list=[y_col, yerr_col], pc_model=pc_ref + ) + + # select the values of the new observation in the selected filter + i = -1 + x_obs = df_obs.iloc[i][x_col] + y_obs = df_obs.iloc[i][y_col] + yerr_obs = df_obs.iloc[i][yerr_col] + + # select observations in the reference filter from before the new obs + ref_mask = df_obs_ref[x_col] < x_obs + + # set the number of ref obs to use + if N_mean is None: + _N_mean = len(df_obs_ref[ref_mask]) # use all available ref obs + else: + _N_mean = N_mean + + # select only the N_mean ref obs for comparison + _df_obs_ref = df_obs_ref[ref_mask].iloc[-_N_mean:] + if len(_df_obs_ref) == 0: + print("no reference observations") # TODO: add proper error handling and logging here + return df_obs + + # determine reference observation values + y_ref = np.mean(_df_obs_ref[y_col]) + yerr_ref = np.std(_df_obs_ref[y_col]) # TODO: propagate ref uncertainty properly + # determine the ref obs time range + x1_ref = np.array(_df_obs_ref[x_col])[0] + x2_ref = np.array(_df_obs_ref[x_col])[-1] + + # Create the colour dict + col_dict = {} + col_dict[colour] = y_obs - y_ref + col_dict[delta_t_col] = x_obs - x2_ref + col_dict[colErr] = np.sqrt((yerr_obs**2.0) + (yerr_ref**2.0)) + col_dict[y_ref_col] = y_ref + col_dict[x1_ref_col] = x1_ref + col_dict[x2_ref_col] = x2_ref + + # TODO: + # could also record phase angle diff and phase curve residual? + # need to test error case where there are no r filter obs yet + + return col_dict diff --git a/src/adler/science/PhaseCurve.py b/src/adler/science/PhaseCurve.py index 8261f2b..f0b0463 100644 --- a/src/adler/science/PhaseCurve.py +++ b/src/adler/science/PhaseCurve.py @@ -270,7 +270,7 @@ def ModelResiduals(self, phase_angle, reduced_mag): def AbsMag(self, phase_angle, reduced_mag): """For a set of phase curve observations, return the absolute magnitude from the fitted phase curve model. I.e. this is the model residuals, shifted by the fitted absolute magnitude - NB that units must match the sbpy model. E.g. phase_angle should be passed with units of degrees, or be in values of radians + NB that units for phase_angle and reduced_mag must match the sbpy model. E.g. phase_angle should be passed with units of degrees, or be in values of radians Parameters ----------- @@ -288,6 +288,10 @@ def AbsMag(self, phase_angle, reduced_mag): """ + # TODO: add option to pass model & filt instead of reduced_mag & phase angle - will calculate all absmags automatically + # probably not possible as observations are contained in a separate object + # if (phase_angle is None) and (reduced_mag is None) and (filt is not None)... + abs_mag = reduced_mag - self.ReducedMag(phase_angle) + self.H return abs_mag diff --git a/src/adler/utilities/science_utilities.py b/src/adler/utilities/science_utilities.py index e5357f7..90ff1df 100644 --- a/src/adler/utilities/science_utilities.py +++ b/src/adler/utilities/science_utilities.py @@ -214,7 +214,7 @@ def get_df_obs_filt(planetoid, filt, x_col="midPointMjdTai", x1=None, x2=None, c # sort into x_col order df_obs = df_obs.sort_values(x_col) # limit to range in x_col if limits x1, x2 are supplied - if (x1 is not None) & (x2 is not None): + if (x1 is not None) & (x2 is not None): # TODO: add functionality to set only upper/lower limit x_mask = (df_obs[x_col] >= x1) & (df_obs[x_col] <= x2) df_obs = df_obs[x_mask] # reset the dataframe index diff --git a/tests/adler/science/test_PhaseCurve.py b/tests/adler/science/test_PhaseCurve.py index 77e0385..d67fc3c 100644 --- a/tests/adler/science/test_PhaseCurve.py +++ b/tests/adler/science/test_PhaseCurve.py @@ -143,3 +143,6 @@ def test_PhaseCurve_FitModel_HG_bounds(): assert pc_fit.G.bounds == (0.0, 0.1) assert pc2.phase_parameter_1 == 0.1 assert pc2.phase_parameter_1_err is not None + + +# TODO: test absmag diff --git a/tests/adler/utilities/test_science_utilities.py b/tests/adler/utilities/test_science_utilities.py index c0898db..b8a0588 100644 --- a/tests/adler/utilities/test_science_utilities.py +++ b/tests/adler/utilities/test_science_utilities.py @@ -224,3 +224,7 @@ def test_outlier_sigma_diff(): # TODO: test apparition_gap_finder, correct number of groups identified? correct boundaries? # check boundaires are in ascending order + +# TODO: test get_df_obs_filt, check filter and sorting/time range constraints, +# check the column list behaviour +# check AbsMag calculation From 805136099e2643d11e19308177c1185c0e7861af Mon Sep 17 00:00:00 2001 From: jrob93 Date: Mon, 15 Jul 2024 18:36:18 +0100 Subject: [PATCH 36/69] update colour func --- src/adler/science/Colour.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/adler/science/Colour.py b/src/adler/science/Colour.py index d1243f2..20c99ee 100644 --- a/src/adler/science/Colour.py +++ b/src/adler/science/Colour.py @@ -10,7 +10,7 @@ def col_obs_ref( adler_cols, filt_obs="g", filt_ref="r", - N_mean=3, + N_ref=3, x_col="midPointMjdTai", y_col="AbsMag", yerr_col="magErr", @@ -33,7 +33,7 @@ def col_obs_ref( filt_ref:str Filter name of the reference observations when calculating the filt_obs - filt_ref colour - N_mean: int + N_ref: int Number of reference observations to use when calculated the reference absolute magnitude. Set to 1 to use only the most recent of ref observations. Set to None to use all past ref obs. @@ -90,19 +90,19 @@ def col_obs_ref( ref_mask = df_obs_ref[x_col] < x_obs # set the number of ref obs to use - if N_mean is None: - _N_mean = len(df_obs_ref[ref_mask]) # use all available ref obs + if N_ref is None: + _N_ref = len(df_obs_ref[ref_mask]) # use all available ref obs else: - _N_mean = N_mean + _N_ref = N_ref - # select only the N_mean ref obs for comparison - _df_obs_ref = df_obs_ref[ref_mask].iloc[-_N_mean:] + # select only the N_ref ref obs for comparison + _df_obs_ref = df_obs_ref[ref_mask].iloc[-_N_ref:] if len(_df_obs_ref) == 0: print("no reference observations") # TODO: add proper error handling and logging here return df_obs # determine reference observation values - y_ref = np.mean(_df_obs_ref[y_col]) + y_ref = np.mean(_df_obs_ref[y_col]) # TODO: add option to choose statistic, e.g. mean or median? yerr_ref = np.std(_df_obs_ref[y_col]) # TODO: propagate ref uncertainty properly # determine the ref obs time range x1_ref = np.array(_df_obs_ref[x_col])[0] From b0dacdf63cb5162d90ad8980b33c0ed1e17531d2 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 30 Jul 2024 10:38:00 +0100 Subject: [PATCH 37/69] add colour demo nb --- notebooks/colour_functions_demo.ipynb | 391 ++++++++++++++++++++++++++ 1 file changed, 391 insertions(+) create mode 100644 notebooks/colour_functions_demo.ipynb diff --git a/notebooks/colour_functions_demo.ipynb b/notebooks/colour_functions_demo.ipynb new file mode 100644 index 0000000..0feeaa5 --- /dev/null +++ b/notebooks/colour_functions_demo.ipynb @@ -0,0 +1,391 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "d1ef57c2", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib notebook" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "61f50e0d", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82537a61", + "metadata": {}, + "outputs": [], + "source": [ + "from adler.dataclasses.AdlerPlanetoid import AdlerPlanetoid\n", + "from adler.dataclasses.AdlerData import AdlerData\n", + "from adler.science.PhaseCurve import PhaseCurve\n", + "from adler.science.Colour import col_obs_ref\n", + "from adler.utilities.plotting_utilities import plot_errorbar\n", + "from adler.utilities.science_utilities import apparition_gap_finder, get_df_obs_filt\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import astropy.units as u\n", + "from scipy.interpolate import splrep, BSpline, CubicSpline\n", + "from astropy.modeling.fitting import SLSQPLSQFitter\n", + "from astropy.time import Time\n", + "from astroquery.jplhorizons import Horizons" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9f6dcda", + "metadata": {}, + "outputs": [], + "source": [ + "# ssObjectId of object to analyse\n", + "ssoid = \"6098332225018\" # good MBA test object" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6f705c1", + "metadata": {}, + "outputs": [], + "source": [ + "# retrieve the object data\n", + "# fname = \"../tests/data/testing_database.db\"\n", + "fname = \"/Users/jrobinson/lsst-adler/notebooks/gen_test_data/adler_demo_testing_database.db\"\n", + "planetoid = AdlerPlanetoid.construct_from_SQL(ssoid, sql_filename=fname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21e0b93e", + "metadata": {}, + "outputs": [], + "source": [ + "# check orbit parameters\n", + "e = planetoid.MPCORB.e\n", + "incl = planetoid.MPCORB.incl\n", + "q = planetoid.MPCORB.q\n", + "a = q / (1.0 - e)\n", + "Q = a * (1.0 + e)\n", + "print(a, e, incl)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee4064e7", + "metadata": {}, + "outputs": [], + "source": [ + "# plot and fit the phase curves in g and r filters\n", + "\n", + "fig = plt.figure()\n", + "gs = gridspec.GridSpec(1, 1)\n", + "ax1 = plt.subplot(gs[0, 0])\n", + "\n", + "adler_cols = AdlerData(ssoid, planetoid.filter_list)\n", + "\n", + "for filt in [\"g\", \"r\"]:\n", + " # get observations and define a phase curve model to fit\n", + "\n", + " sso = planetoid.SSObject_in_filter(filt)\n", + " obs = planetoid.observations_in_filter(filt)\n", + "\n", + " H = sso.H\n", + " G12 = sso.G12\n", + " pc = PhaseCurve(H=H * u.mag, phase_parameter_1=G12, model_name=\"HG12_Pen16\")\n", + "\n", + " alpha = np.linspace(0, np.amax(obs.phaseAngle)) * u.deg\n", + "\n", + " pc_fit = pc.FitModel(\n", + " np.array(getattr(obs, \"phaseAngle\")) * u.deg,\n", + " np.array(getattr(obs, \"reduced_mag\")) * u.mag,\n", + " )\n", + " pc = pc.InitModelSbpy(pc_fit)\n", + " red_mag = pc.ReducedMag(alpha)\n", + "\n", + " adler_cols.populate_phase_parameters(filt, **pc.ReturnModelDict())\n", + "\n", + " # add this phase curve to the figure\n", + " fig = plot_errorbar(planetoid, filt_list=[filt], fig=fig)\n", + " ax1 = fig.axes[0]\n", + " ax1.plot(\n", + " alpha.value,\n", + " pc.ReducedMag(alpha).value,\n", + " label=\"{}: H={:.2f}, G12={:.2f}\".format(filt, pc.H, pc.phase_parameter_1),\n", + " )\n", + " ax1.legend()\n", + "\n", + "ax1.invert_yaxis()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d0df3c51", + "metadata": {}, + "outputs": [], + "source": [ + "# inspect the r filter phase curve model\n", + "adler_cols.get_phase_parameters_in_filter(\"r\", \"HG12_Pen16\").__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c46fb9eb", + "metadata": {}, + "outputs": [], + "source": [ + "# inspect the g filter phase curve model\n", + "adler_cols.get_phase_parameters_in_filter(\"g\", \"HG12_Pen16\").__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b35e509", + "metadata": {}, + "outputs": [], + "source": [ + "# get the boundary times for each apparation of the object in the survey\n", + "df_obs_all = pd.DataFrame()\n", + "for filt in [\"r\", \"g\"]:\n", + " obs = planetoid.observations_in_filter(filt)\n", + " _df_obs = pd.DataFrame(obs.__dict__)\n", + " df_obs_all = pd.concat([df_obs_all, _df_obs])\n", + "df_obs_all = df_obs_all.sort_values(\"midPointMjdTai\")\n", + "\n", + "t_app = apparition_gap_finder(np.array(df_obs_all[\"midPointMjdTai\"]))\n", + "print(t_app)" + ] + }, + { + "cell_type": "markdown", + "id": "483aad4b", + "metadata": {}, + "source": [ + "Now we can inpsect how the colour of the object varies (or not) as a function of time. The adler function `col_obs_ref` will compare the latest observation in a given filter with observations in another filter. By setting parameter `N_ref` one can set how many past obsevrations to use when calculating the latest colour." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a32cb06", + "metadata": {}, + "outputs": [], + "source": [ + "# Here we simulate observations coming night-by-night and the calculation of a g-r colour for the object\n", + "\n", + "# define colour function parameters\n", + "\n", + "# set number of reference observations to use for colour estimate\n", + "# N_ref = 5\n", + "N_ref = 3\n", + "# N_ref = 1\n", + "# N_ref = None\n", + "\n", + "# observation and filter field names\n", + "x_plot = \"midPointMjdTai\"\n", + "y_plot = \"AbsMag\"\n", + "y_plot = \"reduced_mag\"\n", + "yerr_plot = \"magErr\"\n", + "filt_obs = \"g\" # observation filter\n", + "filt_ref = \"r\" # reference filter (we are calculating a filt_obs - filt_ref colour)\n", + "\n", + "# define colour field names\n", + "colour = \"{}-{}\".format(filt_obs, filt_ref)\n", + "colErr = \"{}-{}Err\".format(filt_obs, filt_ref)\n", + "delta_t_col = \"delta_t_{}\".format(colour)\n", + "y_ref_col = \"{}_{}\".format(y_plot, filt_ref)\n", + "x1_ref_col = \"{}1_{}\".format(x_plot, filt_ref)\n", + "x2_ref_col = \"{}2_{}\".format(x_plot, filt_ref)\n", + "\n", + "fig = plt.figure()\n", + "gs = gridspec.GridSpec(1, 1)\n", + "ax1 = plt.subplot(gs[0, 0])\n", + "\n", + "col_dict_list = []\n", + "for i in range(len(t_app) - 1):\n", + " # consider only one apparition\n", + " if i != 3:\n", + " continue\n", + "\n", + " time_min = t_app[i]\n", + " time_max = t_app[i + 1]\n", + " print(time_min, time_max)\n", + "\n", + " _df_obs_all = df_obs_all[\n", + " (df_obs_all[\"midPointMjdTai\"] >= time_min) & (df_obs_all[\"midPointMjdTai\"] < time_max)\n", + " ]\n", + " print(i, len(_df_obs_all))\n", + " _time_max = np.amax(_df_obs_all[\"midPointMjdTai\"])\n", + "\n", + " # get the phase curve model and observations for each filter\n", + "\n", + " # get the stored AdlerData parameters for the observation filter\n", + " ad_g = adler_cols.get_phase_parameters_in_filter(filt_obs, \"HG12_Pen16\")\n", + " pc_g = PhaseCurve().InitModelDict(ad_g.__dict__) # make the PhaseCurve object from AdlerData\n", + " # get the phase curve model for the reference filter\n", + " ad_r = adler_cols.get_phase_parameters_in_filter(filt_ref, \"HG12_Pen16\")\n", + " pc_r = PhaseCurve().InitModelDict(ad_r.__dict__)\n", + " # get the observations in both filters\n", + " df_obs = get_df_obs_filt(\n", + " planetoid, filt_obs, x1=time_min, x2=_time_max, col_list=[y_plot, yerr_plot], pc_model=pc_g\n", + " )\n", + " df_obs_ref = get_df_obs_filt(\n", + " planetoid, filt_ref, x1=time_min, x2=_time_max, col_list=[y_plot, yerr_plot], pc_model=pc_r\n", + " )\n", + "\n", + " ax1.errorbar(df_obs[x_plot], df_obs[y_plot], df_obs[yerr_plot], fmt=\"o\", label=filt_obs)\n", + " ax1.errorbar(df_obs_ref[x_plot], df_obs_ref[y_plot], df_obs_ref[yerr_plot], fmt=\"o\", label=filt_ref)\n", + "\n", + " # simulate stepping through each filt_obs observation\n", + " x1 = time_min\n", + " for i in range(len(df_obs)):\n", + " x2 = df_obs.iloc[i][x_plot]\n", + " print(i, x1, x2)\n", + "\n", + " # do the colour finding function here\n", + " col_dict = col_obs_ref(\n", + " planetoid,\n", + " adler_cols,\n", + " filt_obs=filt_obs,\n", + " filt_ref=filt_ref,\n", + " N_ref=N_ref,\n", + " x_col=x_plot,\n", + " y_col=y_plot,\n", + " yerr_col=yerr_plot,\n", + " x1=x1,\n", + " x2=x2,\n", + " )\n", + " col_dict_list.append(col_dict)\n", + "\n", + " # plot some lines to show the colour and mean reference\n", + " ax1.vlines(df_obs.iloc[i][x_plot], df_obs.iloc[i][y_plot], col_dict[y_ref_col], color=\"k\", ls=\":\")\n", + " ax1.hlines(col_dict[y_ref_col], col_dict[x1_ref_col], col_dict[x2_ref_col], color=\"k\", ls=\"--\")\n", + "\n", + "# store running colour parameters as a dataframe\n", + "df_col = pd.DataFrame(col_dict_list)\n", + "df_col = pd.concat([df_obs, df_col], axis=1)\n", + "\n", + "ax1.set_xlabel(x_plot)\n", + "ax1.set_ylabel(y_plot)\n", + "ax1.legend()\n", + "ax1.invert_yaxis()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ab8b05a", + "metadata": {}, + "outputs": [], + "source": [ + "# recorded colour parameters\n", + "df_col" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd42d97c", + "metadata": {}, + "outputs": [], + "source": [ + "# Plot how the colour changes as a function of time\n", + "# find filt_obs - filt_ref of newest filt_obs observation to the mean of the previous N_ref filt_ref observations\n", + "# colour code by time diff between obs and most recent obs_ref\n", + "\n", + "x_plot = \"midPointMjdTai\"\n", + "y_plot = colour\n", + "y_plot_err = colErr\n", + "c_plot = delta_t_col\n", + "df_plot = df_col\n", + "\n", + "fig = plt.figure()\n", + "gs = gridspec.GridSpec(1, 1)\n", + "ax1 = plt.subplot(gs[0, 0])\n", + "\n", + "\n", + "s1 = ax1.scatter(df_plot[x_plot], df_plot[y_plot], c=df_plot[c_plot], zorder=3)\n", + "cbar1 = plt.colorbar(s1)\n", + "ax1.errorbar(df_plot[x_plot], df_plot[y_plot], df_plot[yerr_plot], fmt=\".\", zorder=1)\n", + "\n", + "# TODO: leave the most recent obs out of this mean?\n", + "# loop through new obs and calculate current mean and std?\n", + "obs_ref_mean = np.mean(df_plot[y_plot])\n", + "obs_ref_median = np.median(df_plot[y_plot])\n", + "obs_ref_std = np.std(df_plot[y_plot])\n", + "print(obs_ref_median, obs_ref_std)\n", + "\n", + "ax1.axhline(obs_ref_mean, c=\"k\")\n", + "ax1.axhspan(obs_ref_mean - obs_ref_std, obs_ref_mean + obs_ref_std, zorder=0, color=\"k\", alpha=0.2)\n", + "\n", + "ax1.set_xlabel(x_plot)\n", + "ax1.set_ylabel(y_plot)\n", + "cbar1.set_label(c_plot)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f1c71812", + "metadata": {}, + "outputs": [], + "source": [ + "# These colours can then be run through the previously written outlier detection functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cded6f36", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "adler-dev", + "language": "python", + "name": "adler-dev" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 803b72302f5777896120cd041bdd0fbacec91cac Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 30 Jul 2024 12:17:08 +0100 Subject: [PATCH 38/69] colour test data --- .../data/df_6098332225018_g_r_app_3_N_ref_1.csv | 16 ++++++++++++++++ .../data/df_6098332225018_g_r_app_3_N_ref_3.csv | 16 ++++++++++++++++ .../data/df_6098332225018_g_r_app_3_N_ref_5.csv | 16 ++++++++++++++++ 3 files changed, 48 insertions(+) create mode 100644 tests/data/df_6098332225018_g_r_app_3_N_ref_1.csv create mode 100644 tests/data/df_6098332225018_g_r_app_3_N_ref_3.csv create mode 100644 tests/data/df_6098332225018_g_r_app_3_N_ref_5.csv diff --git a/tests/data/df_6098332225018_g_r_app_3_N_ref_1.csv b/tests/data/df_6098332225018_g_r_app_3_N_ref_1.csv new file mode 100644 index 0000000..9d0ab62 --- /dev/null +++ b/tests/data/df_6098332225018_g_r_app_3_N_ref_1.csv @@ -0,0 +1,16 @@ +,midPointMjdTai,reduced_mag,magErr,g-r,delta_t_g-r,g-rErr,reduced_mag_r,midPointMjdTai1_r,midPointMjdTai2_r +0,61485.3588,17.82546893645328,0.13199999928474426,0.6294446491054693,7.961480000005395,0.13199999928474426,17.19602428734781,61477.39732,61477.39732 +1,61500.36601,17.548929910716545,0.052000001072883606,0.4263135941635241,3.041850000001432,0.052000001072883606,17.12261631655302,61497.32416,61497.32416 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+8,61558.20674,17.302025752576462,0.029999999329447746,0.43270389806093235,1.8538800000023912,0.029999999329447746,16.86932185451553,61556.35286,61556.35286 +9,61589.25295,17.086183244116974,0.028999999165534973,0.5580614970225177,1.968010000004142,0.028999999165534973,16.528121747094456,61587.28494,61587.28494 +10,61589.25519,17.035176049202192,0.032999999821186066,0.5070543021077363,1.9702500000057626,0.032999999821186066,16.528121747094456,61587.28494,61587.28494 +11,61590.002,17.013050114521022,0.04399999976158142,0.4279341627624582,0.023699999997916166,0.04399999976158142,16.585115951758564,61589.9783,61589.9783 +12,61590.24357,17.091348238945375,0.02199999988079071,0.5062322871868119,0.26526999999623513,0.02199999988079071,16.585115951758564,61589.9783,61589.9783 +13,61616.20243,17.44818378972448,0.032999999821186066,0.5004836109665014,0.19327999999950407,0.032999999821186066,16.94770017875798,61616.00915,61616.00915 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b/tests/data/df_6098332225018_g_r_app_3_N_ref_5.csv new file mode 100644 index 0000000..f083e76 --- /dev/null +++ b/tests/data/df_6098332225018_g_r_app_3_N_ref_5.csv @@ -0,0 +1,16 @@ +,midPointMjdTai,reduced_mag,magErr,g-r,delta_t_g-r,g-rErr,reduced_mag_r,midPointMjdTai1_r,midPointMjdTai2_r +0,61485.3588,17.82546893645328,0.13199999928474426,0.6646031133749091,7.961480000005395,0.1387787184136571,17.16086582307837,61469.38552,61477.39732 +1,61500.36601,17.548929910716545,0.052000001072883606,0.40214961118913806,3.041850000001432,0.06408282905927162,17.146780299527407,61469.38552,61497.32416 +2,61504.33885,17.545916408017177,0.05700000002980232,0.411249516593152,0.024510000002919696,0.06403779113904624,17.134666891424025,61497.32416,61504.31434 +3,61524.2819,17.60109262744087,0.06199999898672104,0.4664257360168449,19.967560000004596,0.0685261888982895,17.134666891424025,61497.32416,61504.31434 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+10,61589.25519,17.035176049202192,0.032999999821186066,0.3508094169888487,1.9702500000057626,0.12531787533089708,16.684366632213344,61558.23271,61587.28494 +11,61590.002,17.013050114521022,0.04399999976158142,0.4366844446633422,0.023699999997916166,0.057457452706149006,16.57636566985768,61586.24199,61589.9783 +12,61590.24357,17.091348238945375,0.02199999988079071,0.5149825690876959,0.26526999999623513,0.04300417290467258,16.57636566985768,61586.24199,61589.9783 +13,61616.20243,17.44818378972448,0.032999999821186066,0.6651807942177115,0.19327999999950407,0.17001002587811542,16.78300299550677,61589.27924,61616.00915 +14,61648.07405,17.627385699986323,0.054999999701976776,0.5616368620560408,0.024980000001960434,0.10406682109366068,17.065748837930283,61616.22684,61648.04907 From 83855fbdf94af2f6446892a4328f62c87d9c60c3 Mon Sep 17 00:00:00 2001 From: jrob93 Date: Tue, 30 Jul 2024 13:49:58 +0100 Subject: [PATCH 39/69] add unit colour unit tests --- tests/adler/science/test_Colour.py | 113 ++++++++++++++++++++++++++++- tests/data/testing_database.db | Bin 57344 -> 512000 bytes 2 files changed, 112 insertions(+), 1 deletion(-) diff --git a/tests/adler/science/test_Colour.py b/tests/adler/science/test_Colour.py index 6c3f573..08e64c6 100644 --- a/tests/adler/science/test_Colour.py +++ b/tests/adler/science/test_Colour.py @@ -1 +1,112 @@ -# TODO: test colour functions +import numpy as np +import pandas as pd +from numpy.testing import assert_almost_equal, assert_array_equal, assert_array_almost_equal +import pytest +import os +import astropy.units as u + +from adler.science.Colour import col_obs_ref +from adler.utilities.tests_utilities import get_test_data_filepath +from adler.dataclasses.AdlerPlanetoid import AdlerPlanetoid +from adler.dataclasses.AdlerData import AdlerData +from adler.science.PhaseCurve import PhaseCurve +from adler.utilities.science_utilities import get_df_obs_filt + +# set up a good test object (main belt asteroid) +ssoid = 6098332225018 +test_db_path = get_test_data_filepath("testing_database.db") +planetoid = AdlerPlanetoid.construct_from_SQL(ssoid, sql_filename=test_db_path) +adler_cols = AdlerData(ssoid, planetoid.filter_list) + +# Set time boundaries for a given apparition (apparition index 3 for this object) +test_app_i = 3 +t_app1 = 61469 +t_app2 = 61678 + +# define columns +column_dict = { + "x_col": "midPointMjdTai", + "y_col": "AbsMag", + "y_col": "reduced_mag", + "yerr_col": "magErr", + "filt_obs": "g", # observation filter + "filt_ref": "r", # reference filter (we are calculating a filt_obs - filt_ref colour) +} + +# Load the stored colour results for this apparition from a df csv in tests/data, see also lsst-adler/notebooks/colour_functions_testing.ipynb +# test_data_path = "/Users/jrobinson/lsst-adler/tests/data" # pytest does not seem to like relative file paths, use absolute +test_data_path = "/".join(os.path.abspath(__file__).split("/")[:-3]) + "/data" +df_col_fname = "{}/df_{}_{}_{}_app_{}".format( + test_data_path, ssoid, column_dict["filt_obs"], column_dict["filt_ref"], test_app_i +) +df_N_ref_1 = pd.read_csv("{}_N_ref_{}.csv".format(df_col_fname, 1), index_col=0) +df_N_ref_3 = pd.read_csv("{}_N_ref_{}.csv".format(df_col_fname, 3), index_col=0) +df_N_ref_5 = pd.read_csv("{}_N_ref_{}.csv".format(df_col_fname, 5), index_col=0) + +# fit adler phase curve models +# TODO: replace this with the stored alder_cols when they are implemented in the database +adler_cols = AdlerData(ssoid, planetoid.filter_list) +for filt in [column_dict["filt_obs"], column_dict["filt_ref"]]: + sso = planetoid.SSObject_in_filter(filt) + obs = planetoid.observations_in_filter(filt) + + H = sso.H + G12 = sso.G12 + pc = PhaseCurve(H=H * u.mag, phase_parameter_1=G12, model_name="HG12_Pen16") + + pc_fit = pc.FitModel( + np.array(getattr(obs, "phaseAngle")) * u.deg, + np.array(getattr(obs, "reduced_mag")) * u.mag, + ) + pc = pc.InitModelSbpy(pc_fit) + + adler_cols.populate_phase_parameters(filt, **pc.ReturnModelDict()) + + +def test_col_obs_ref( + planetoid=planetoid, + adler_cols=adler_cols, + column_dict=column_dict, + N_ref_list=[1, 3, 5], + df_ref_list=[df_N_ref_1, df_N_ref_3, df_N_ref_5], +): + # gather the observations for the apparition + ad_g = adler_cols.get_phase_parameters_in_filter(column_dict["filt_obs"], "HG12_Pen16") + pc_g = PhaseCurve().InitModelDict(ad_g.__dict__) + df_obs = get_df_obs_filt( + planetoid, + column_dict["filt_obs"], + x1=t_app1, + x2=t_app2, + col_list=[column_dict["y_col"], column_dict["yerr_col"]], + pc_model=pc_g, + ) + + # test multiple N_ref + for N_ref, df_ref in zip(N_ref_list, df_ref_list): + col_dict_list = [] + + # simulate stepping through each filt_obs observation + x1 = t_app1 + for xi in range(len(df_obs)): + x2 = df_obs.iloc[xi][column_dict["x_col"]] + + # do the colour finding function here + col_dict = col_obs_ref( + planetoid, + adler_cols, + N_ref=N_ref, + x1=x1, + x2=x2, + **column_dict, + ) + col_dict_list.append(col_dict) 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